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{
"name": "Frozen",
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{"poster":"Bastty","date":"2020-01-03T00:53:21.874+0000","title":"¿Algun supp para normal? LAS","subforum":"Reclutamiento","embed":{"description":"Please click here if you are not redirected within a few seconds. The Boeing CH-47 Chinook is an American twin-engined, tandem rotor, heavy-lift helicopter developed by American rotorcraft company Vertol and manufactured by Boeing Vertol. The CH-47 is among the heaviest lifting Western helicopters. Wikipedia","url":"https://www.google.com/search?q=Boeing+CH-47+Chinook&oq=Boeing+CH-47+Chinook&aqs=chrome..69i57j0l6j69i60.538j0j7&sourceid=chrome&ie=UTF-8","image":null},"up_votes":3,"down_votes":0,"body":"Necesitamos supp para normal´s si es posible que sea genero helicóptero Boeing CH-47 Chinook{{sticker:sg-lulu}} para no tener problemas, kappa.{{sticker:slayer-jinx-wink}}","replies":[{"poster":"VenganceZ","date":"2020-01-03T03:46:41.827+0000","up_votes":1,"down_votes":0,"body":"Ah disculpa, soy Submarino de cobre somos algo incompatibles xD","replies":[]},{"poster":"Como estas hoy","date":"2020-01-03T02:51:11.980+0000","up_votes":1,"down_votes":0,"body":"Yo soy Avioneta de madera, pero si te copa mande soli {{sticker:sg-ahri-2}}","replies":[]}]} |
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"id": "https://www.exanion.de/datenschutzerklaerung/",
"url": "https://www.exanion.de/datenschutzerklaerung/",
"title": "Datenschutzerklärung",
"summary": "Personenbezogene Daten (nachfolgend zumeist nur „Daten“ genannt) werden von uns nur im Rahmen der Erforderlichkeit sowie zum Zwecke der Bereitstellung eines funktionsfähigen und nutzerfreundlichen Internetauftritts, inklusive seiner Inhalte und der dort angebotenen Leistungen, verarbeitet. Gemäß Art. 4 Ziffer 1. der Verordnung (EU) 2016/679, also der Datenschutz-Grundverordnung (nachfolgend nur „DSGVO“ genannt),…",
"content_html": "<p>Personenbezogene Daten (nachfolgend zumeist nur „Daten“ genannt) werden von uns nur im Rahmen der Erforderlichkeit sowie zum Zwecke der Bereitstellung eines funktionsfähigen und nutzerfreundlichen Internetauftritts, inklusive seiner Inhalte und der dort angebotenen Leistungen, verarbeitet.</p>\n<p>Gemäß Art. 4 Ziffer 1. der Verordnung (EU) 2016/679, also der Datenschutz-Grundverordnung (nachfolgend nur „DSGVO“ genannt), gilt als „Verarbeitung“ jeder mit oder ohne Hilfe automatisierter Verfahren ausgeführter Vorgang oder jede solche Vorgangsreihe im Zusammenhang mit personenbezogenen Daten, wie das Erheben, das Erfassen, die Organisation, das Ordnen, die Speicherung, die Anpassung oder Veränderung, das Auslesen, das Abfragen, die Verwendung, die Offenlegung durch Übermittlung, Verbreitung oder eine andere Form der Bereitstellung, den Abgleich oder die Verknüpfung, die Einschränkung, das Löschen oder die Vernichtung.</p>\n<p>Mit der nachfolgenden Datenschutzerklärung informieren wir Sie insbesondere über Art, Umfang, Zweck, Dauer und Rechtsgrundlage der Verarbeitung personenbezogener Daten, soweit wir entweder allein oder gemeinsam mit anderen über die Zwecke und Mittel der Verarbeitung entscheiden. Zudem informieren wir Sie nachfolgend über die von uns zu Optimierungszwecken sowie zur Steigerung der Nutzungsqualität eingesetzten Fremdkomponenten, soweit hierdurch Dritte Daten in wiederum eigener Verantwortung verarbeiten.</p>\n<p>Unsere Datenschutzerklärung ist wie folgt gegliedert:</p>\n<p>I. Informationen über uns als Verantwortliche<br>II. Rechte der Nutzer und Betroffenen<br>III. Informationen zur Datenverarbeitung</p>\n<h3>I. Informationen über uns als Verantwortliche</h3>\n<p>Verantwortlicher Anbieter dieses Internetauftritts im datenschutzrechtlichen Sinne ist:</p>\n<p>Exanion UG (haftungsbeschränkt)<br>Bernerstraße 2<br>01217 Dresden<br>Deutschland</p>\n<p>Telefon: +49 351 21925033<br>E-Mail: support@exanion.de</p>\n<p>Datenschutzbeauftragte/r beim Anbieter ist:</p>\n<p>Peter Kappelt </p>\n<h3>II. Rechte der Nutzer und Betroffenen</h3>\n<p>Mit Blick auf die nachfolgend noch näher beschriebene Datenverarbeitung haben die Nutzer und Betroffenen das Recht</p>\n<ul>\n<li>auf Bestätigung, ob sie betreffende Daten verarbeitet werden, auf Auskunft über die verarbeiteten Daten, auf weitere Informationen über die Datenverarbeitung sowie auf Kopien der Daten (vgl. auch Art. 15 DSGVO);</li>\n<li>auf Berichtigung oder Vervollständigung unrichtiger bzw. unvollständiger Daten (vgl. auch Art. 16 DSGVO);</li>\n<li>auf unverzügliche Löschung der sie betreffenden Daten (vgl. auch Art. 17 DSGVO), oder, alternativ, soweit eine weitere Verarbeitung gemäß Art. 17 Abs. 3 DSGVO erforderlich ist, auf Einschränkung der Verarbeitung nach Maßgabe von Art. 18 DSGVO;</li>\n<li>auf Erhalt der sie betreffenden und von ihnen bereitgestellten Daten und auf Übermittlung dieser Daten an andere Anbieter/Verantwortliche (vgl. auch Art. 20 DSGVO);</li>\n<li>auf Beschwerde gegenüber der Aufsichtsbehörde, sofern sie der Ansicht sind, dass die sie betreffenden Daten durch den Anbieter unter Verstoß gegen datenschutzrechtliche Bestimmungen verarbeitet werden (vgl. auch Art. 77 DSGVO).</li>\n</ul>\n<p>Darüber hinaus ist der Anbieter dazu verpflichtet, alle Empfänger, denen gegenüber Daten durch den Anbieter offengelegt worden sind, über jedwede Berichtigung oder Löschung von Daten oder die Einschränkung der Verarbeitung, die aufgrund der Artikel 16, 17 Abs. 1, 18 DSGVO erfolgt, zu unterrichten. Diese Verpflichtung besteht jedoch nicht, soweit diese Mitteilung unmöglich oder mit einem unverhältnismäßigen Aufwand verbunden ist. Unbeschadet dessen hat der Nutzer ein Recht auf Auskunft über diese Empfänger.</p>\n<p><strong>Ebenfalls haben die Nutzer und Betroffenen nach Art. 21 DSGVO das Recht auf Widerspruch gegen die künftige Verarbeitung der sie betreffenden Daten, sofern die Daten durch den Anbieter nach Maßgabe von Art. 6 Abs. 1 lit. f) DSGVO verarbeitet werden. Insbesondere ist ein Widerspruch gegen die Datenverarbeitung zum Zwecke der Direktwerbung statthaft.</strong></p>\n<h3>III. Informationen zur Datenverarbeitung</h3>\n<p>Ihre bei Nutzung unseres Internetauftritts verarbeiteten Daten werden gelöscht oder gesperrt, sobald der Zweck der Speicherung entfällt, der Löschung der Daten keine gesetzlichen Aufbewahrungspflichten entgegenstehen und nachfolgend keine anderslautenden Angaben zu einzelnen Verarbeitungsverfahren gemacht werden.</p>\n<h4>Serverdaten</h4>\n<p>Aus technischen Gründen, insbesondere zur Gewährleistung eines sicheren und stabilen Internetauftritts, werden Daten durch Ihren Internet-Browser an uns bzw. an unseren Webspace-Provider übermittelt. Mit diesen sog. Server-Logfiles werden u.a. Typ und Version Ihres Internetbrowsers, das Betriebssystem, die Website, von der aus Sie auf unseren Internetauftritt gewechselt haben (Referrer URL), die Website(s) unseres Internetauftritts, die Sie besuchen, Datum und Uhrzeit des jeweiligen Zugriffs sowie die IP-Adresse des Internetanschlusses, von dem aus die Nutzung unseres Internetauftritts erfolgt, erhoben.</p>\n<p>Diese so erhobenen Daten werden vorrübergehend gespeichert, dies jedoch nicht gemeinsam mit anderen Daten von Ihnen.</p>\n<p>Diese Speicherung erfolgt auf der Rechtsgrundlage von Art. 6 Abs. 1 lit. f) DSGVO. Unser berechtigtes Interesse liegt in der Verbesserung, Stabilität, Funktionalität und Sicherheit unseres Internetauftritts.</p>\n<p>Die Daten werden spätestens nach sieben Tage wieder gelöscht, soweit keine weitere Aufbewahrung zu Beweiszwecken erforderlich ist. Andernfalls sind die Daten bis zur endgültigen Klärung eines Vorfalls ganz oder teilweise von der Löschung ausgenommen.</p>\n<h4>Cookies</h4>\n<h5>a) Sitzungs-Cookies/Session-Cookies</h5>\n<p>Wir verwenden mit unserem Internetauftritt sog. Cookies. Cookies sind kleine Textdateien oder andere Speichertechnologien, die durch den von Ihnen eingesetzten Internet-Browser auf Ihrem Endgerät ablegt und gespeichert werden. Durch diese Cookies werden im individuellen Umfang bestimmte Informationen von Ihnen, wie beispielsweise Ihre Browser- oder Standortdaten oder Ihre IP-Adresse, verarbeitet. </p>\n<p>Durch diese Verarbeitung wird unser Internetauftritt benutzerfreundlicher, effektiver und sicherer, da die Verarbeitung bspw. die Wiedergabe unseres Internetauftritts in unterschiedlichen Sprachen oder das Angebot einer Warenkorbfunktion ermöglicht.</p>\n<p>Rechtsgrundlage dieser Verarbeitung ist Art. 6 Abs. 1 lit b.) DSGVO, sofern diese Cookies Daten zur Vertragsanbahnung oder Vertragsabwicklung verarbeitet werden.</p>\n<p>Falls die Verarbeitung nicht der Vertragsanbahnung oder Vertragsabwicklung dient, liegt unser berechtigtes Interesse in der Verbesserung der Funktionalität unseres Internetauftritts. Rechtsgrundlage ist in dann Art. 6 Abs. 1 lit. f) DSGVO.</p>\n<p>Mit Schließen Ihres Internet-Browsers werden diese Session-Cookies gelöscht.</p>\n<h5>b) Drittanbieter-Cookies</h5>\n<p>Gegebenenfalls werden mit unserem Internetauftritt auch Cookies von Partnerunternehmen, mit denen wir zum Zwecke der Werbung, der Analyse oder der Funktionalitäten unseres Internetauftritts zusammenarbeiten, verwendet.</p>\n<p>Die Einzelheiten hierzu, insbesondere zu den Zwecken und den Rechtsgrundlagen der Verarbeitung solcher Drittanbieter-Cookies, entnehmen Sie bitte den nachfolgenden Informationen.</p>\n<h5>c) Beseitigungsmöglichkeit</h5>\n<p>Sie können die Installation der Cookies durch eine Einstellung Ihres Internet-Browsers verhindern oder einschränken. Ebenfalls können Sie bereits gespeicherte Cookies jederzeit löschen. Die hierfür erforderlichen Schritte und Maßnahmen hängen jedoch von Ihrem konkret genutzten Internet-Browser ab. Bei Fragen benutzen Sie daher bitte die Hilfefunktion oder Dokumentation Ihres Internet-Browsers oder wenden sich an dessen Hersteller bzw. Support. Bei sog. Flash-Cookies kann die Verarbeitung allerdings nicht über die Einstellungen des Browsers unterbunden werden. Stattdessen müssen Sie insoweit die Einstellung Ihres Flash-Players ändern. Auch die hierfür erforderlichen Schritte und Maßnahmen hängen von Ihrem konkret genutzten Flash-Player ab. Bei Fragen benutzen Sie daher bitte ebenso die Hilfefunktion oder Dokumentation Ihres Flash-Players oder wenden sich an den Hersteller bzw. Benutzer-Support.</p>\n<p>Sollten Sie die Installation der Cookies verhindern oder einschränken, kann dies allerdings dazu führen, dass nicht sämtliche Funktionen unseres Internetauftritts vollumfänglich nutzbar sind.</p>\n<h4>Kontaktanfragen / Kontaktmöglichkeit</h4>\n<p>Sofern Sie per Kontaktformular oder E-Mail mit uns in Kontakt treten, werden die dabei von Ihnen angegebenen Daten zur Bearbeitung Ihrer Anfrage genutzt. Die Angabe der Daten ist zur Bearbeitung und Beantwortung Ihre Anfrage erforderlich - ohne deren Bereitstellung können wir Ihre Anfrage nicht oder allenfalls eingeschränkt beantworten.</p>\n<p>Rechtsgrundlage für diese Verarbeitung ist Art. 6 Abs. 1 lit. b) DSGVO.</p>\n<p>Ihre Daten werden gelöscht, sofern Ihre Anfrage abschließend beantwortet worden ist und der Löschung keine gesetzlichen Aufbewahrungspflichten entgegenstehen, wie bspw. bei einer sich etwaig anschließenden Vertragsabwicklung.</p>\n<h4>Matomo (vormals: PIWIK)</h4>\n<p>In unserem Internetauftritt setzen wir Matomo (ehemals: „PIWIK“) ein. Hierbei handelt es sich um eine Open-Source-Software, mit der wir die Benutzung unseres Internetauftritts analysieren können. Hierbei werden Ihre IP-Adresse, die Website(s) unseres Internetauftritts, die Sie besuchen, die Website, von der aus Sie auf unseren Internetauftritt gewechselt haben (Referrer URL), Ihre Verweildauer auf unserem Internetauftritt sowie die Häufigkeit des Aufrufs einer unserer Websites verarbeitet.</p>\n<p>Zur Erfassung dieser Daten speichert Matomo über Ihren Internet-Browser ein Cookie auf Ihrem Endgerät. Dieses Cookie ist eine Woche lang gültig.</p>\n<p>Rechtsgrundlage ist Art. 6 Abs. 1 lit. f) DSGVO. Unser berechtigtes Interesse liegt in der Analyse und Optimierung unseres Internetauftritts.</p>\n<p>Allerdings nutzen wir Matomo mit der Anonymisierungsfunktion „Automatically Anonymize Visitor IPs“. Diese Anonymisierungsfunktion kürzt Ihre IP-Adresse um zwei Bytes, sodass eine Zuordnung zu Ihnen bzw. zu dem von Ihnen genutzten Internetanschluss unmöglich ist.</p>\n<p>Falls Sie mit dieser Verarbeitung nicht einverstanden sind, haben Sie die Möglichkeit, die Speicherung des Cookies durch eine Einstellung in Ihrem Internet-Browsers zu verhindern. Nähere Informationen hierzu finden Sie vorstehend unter „Cookies“.</p>\n<p>Darüber hinaus haben Sie die Möglichkeit, die Analyse Ihres Nutzungsverhaltens im Wege des sog. Opt-outs zu beenden. Mit dem Bestätigen des Links</p>\n<p>[HIER BITTE IFRAME VON MATOMO MIT OPT-OUT-COOKIE EINFÜGEN]</p>\n<p>wird über Ihren Internet-Browser ein Cookie auf Ihrem Endgerät gespeichert, das die weitere Analyse verhindert. Bitte beachten Sie aber, dass Sie den obigen Link erneut betätigen müssen, sofern Sie die auf Ihrem Endgerät gespeicherten Cookies löschen.</p>\n<h4>Google Fonts</h4>\n<p>In unserem Internetauftritt setzen wir Google Fonts zur Darstellung externer Schriftarten ein. Es handelt sich hierbei um einen Dienst der Google Ireland Limited, Gordon House, Barrow Street, Dublin 4, Irland, nachfolgend nur „Google“ genannt.</p>\n<p>Durch die Zertifizierung nach dem EU-US-Datenschutzschild („EU-US Privacy Shield“)</p>\n<p><a target=\"_blank\" rel=\"noopener\" href=\"https://www.privacyshield.gov/participant?id=a2zt000000001L5AAI&status=Active\">https://www.privacyshield.gov/participant?id=a2zt000000001L5AAI&status=Active</a></p>\n<p>garantiert Google, dass die Datenschutzvorgaben der EU auch bei der Verarbeitung von Daten in den USA eingehalten werden.</p>\n<p>Um die Darstellung bestimmter Schriften in unserem Internetauftritt zu ermöglichen, wird bei Aufruf unseres Internetauftritts eine Verbindung zu dem Google-Server in den USA aufgebaut.</p>\n<p>Rechtsgrundlage ist Art. 6 Abs. 1 lit. f) DSGVO. Unser berechtigtes Interesse liegt in der Optimierung und dem wirtschaftlichen Betrieb unseres Internetauftritts.</p>\n<p>Durch die bei Aufruf unseres Internetauftritts hergestellte Verbindung zu Google kann Google ermitteln, von welcher Website Ihre Anfrage gesendet worden ist und an welche IP-Adresse die Darstellung der Schrift zu übermitteln ist.</p>\n<p>Google bietet unter</p>\n<p><a target=\"_blank\" rel=\"noopener\" href=\"https://adssettings.google.com/authenticated\">https://adssettings.google.com/authenticated</a></p>\n<p><a target=\"_blank\" rel=\"noopener\" href=\"https://policies.google.com/privacy\">https://policies.google.com/privacy</a></p>\n<p>weitere Informationen an und zwar insbesondere zu den Möglichkeiten der Unterbindung der Datennutzung.</p>\n<h4>GOOGLE-Suchfunktion („CSE“)</h4>\n<p>Zur Volltextsuche auf der Website setzen wir die „Google benutzerdefinierte Suche“ (Google Custom Search Engine „CSE“) ein. „CSE“ ist ein Dienst der Google Ireland Limited, Gordon House, Barrow Street, Dublin 4, Irland, nachfolgend „Google“.<br><br>Google ist nach dem „EU-US Privacy Shield“ zertifiziert und garantiert dadurch die Einhaltung der Datenschutzvorgaben der EU bei der Verarbeitung der Daten in den USA. <br> <br><a href=\"https://www.privacyshield.gov/participant?id=a2zt000000001L5AAI&status=Active\" target=\"_blank\" rel=\"noopener\">https://www.privacyshield.gov/participant?id=a2zt000000001L5AAI&status=Active</a><br><br>„CSE“ ermöglicht eine Volltextsuche nach Inhalten auf unserer Webseite. Der Zugriff auf diese Suchfunktion erfolgt über eine Such-Box „Google Benutzerdefinierte Suche“.<br><br>Rechtsgrundlage ist hierbei <a title=\"Art. 6 DSGVO: Rechtmäßigkeit der Verarbeitung\" href=\"http://dejure.org/gesetze/DSGVO/6.html\" target=\"_blank\" rel=\"noopener\">Art. 6 Abs. 1 lit. f DSGVO</a>. Unser berechtigtes Interesse besteht in der Anwenderfreundlichkeit der Website.<br><br>Die Funktion ist als Software-Modul von Google unverändert auf unserer Website integriert.<br>Wird die Suche durch Eingabe eines Suchbegriffes aktiviert, lädt Google anhand eines Plugins die gesuchten Informationen. Gleichzeitig werden zur Ausführung der Suche und der Darstellung der Suchergebnisse die vom Nutzer eingegebenen Begriffe und die IP-Adresse des Nutzers an Google übertragen.<br><br>Sofern der Nutzer zum Zeitpunkt des Suchvorganges in seinem bestehenden Google-Konto eingeloggt ist, kann Google die erfassten Informationen dem zugehörigen Nutzerprofil zuzuordnen. <br><br>Weitergehende Informationen, insbesondere zu den Möglichkeiten der Unterbindung der Datennutzung, bietet Google unter den nachfolgenden Links an:<br><br><a href=\"https://policies.google.com/privacy\" target=\"_blank\" rel=\"noopener\">https://policies.google.com/privacy</a><br><a href=\"https://adssettings.google.com/authenticated\" target=\"_blank\" rel=\"noopener\">https://adssettings.google.com/authenticated</a></p>\n<h4>CloudFlare</h4>\n<p>Zur Absicherung unseres Internetauftritts sowie zur Optimierung der Ladezeiten setzen wir den Dienst CloudFlare als sog. CDN (Content-Delivery-Network) ein. Es handelt sich hierbei um einen Dienst der Cloudflare Inc., 101 Townsend Street, San Francisco, California 94107, USA, nachfolgend nur „CloudFlare“ genannt.</p>\n<p>Durch die Zertifizierung nach dem EU-US-Datenschutzschild („EU-US Privacy Shield“)</p>\n<p><a href=\"https://www.privacyshield.gov/participant?id=a2zt0000000GnZKAA0&status=Active\" target=\"_blank\" rel=\"noopener\">https://www.privacyshield.gov/participant?id=a2zt0000000GnZKAA0&status=Active</a></p>\n<p>garantiert CloudFlare, dass die Datenschutzvorgaben der EU auch bei der Verarbeitung von Daten in den USA eingehalten werden.</p>\n<p>Rechtsgrundlage ist Art. 6 Abs. 1 lit. f) DSGVO. Unser berechtigtes Interesse liegt in dem sicheren Betrieb unseres Internetauftritts sowie in dessen Optimierung.</p>\n<p>Sofern Sie unseren Internetauftritt aufrufen, werden Ihre Anfragen über den Server von CloudFlare geleitet. Hierbei werden statistische Zugriffsdaten über den Besuch unseres Internetauftritts erhoben und durch CloudFlare ein Cookie über Ihren Internet-Browser auf Ihrem Endgerät gespeichert. Zu den Zugriffsdaten zählen</p>\n<p>- Ihre IP-Adresse,</p>\n<p>- die von Ihnen aufgerufene(n) Internetseite(n) unseres Internetauftritts,</p>\n<p>- Typ und Version des von Ihnen genutzten Internet - Browsers,</p>\n<p>- das von Ihnen genutzte Betriebssystem,</p>\n<p>- die Internetseite, von der sie auf unseren Internetauftritt gewechselt haben (Referrer- URL),</p>\n<p>- Ihre Verweildauer auf unserem Internetauftritt und </p>\n<p>- die Häufigkeit des Aufrufs unserer Internetseiten.</p>\n<p>Die Daten werden durch CloudFlare zum Zwecke statistischer Auswertungen der Zugriffe sowie zur Sicherheit und Optimierung des Angebots verwendet.</p>\n<p>Sofern Sie mit dieser Verarbeitung nicht einverstanden sind, haben Sie die Möglichkeit, die Installation der Cookies durch die entsprechenden Einstellungen in Ihrem Internet-Browser zu verhindern. Einzelheiten hierzu finden Sie vorstehend unter dem Punkt „Cookies“.</p>\n<p>CloudFlare bietet unter</p>\n<p><a href=\"https://www.cloudflare.com/privacypolicy/\" target=\"_blank\" rel=\"noopener\">https://www.cloudflare.com/privacypolicy/</a></p>\n<p>weitere Informationen zur Erhebung und Nutzung der Daten sowie zu Ihren Rechten und Möglichkeiten zum Schutz Ihrer Privatsphäre an.</p>\n<p>Enthält Teile der <a target=\"_blank\" href=\"https://www.ratgeberrecht.eu/leistungen/muster-datenschutzerklaerung.html\" rel=\"noopener\">Muster-Datenschutzerklärung</a> der <a target=\"_blank\" href=\"https://www.ratgeberrecht.eu/datenschutz/datenschutzerklaerung-generator-dsgvo.html\" rel=\"noopener\">Anwaltskanzlei Weiß & Partner</a></p>\n<hr>\n<h2>Privacy Policy</h2>\n<p>Personal data (usually referred to just as \"data\" below) will only be processed by us to the extent necessary and for the purpose of providing a functional and user-friendly website, including its contents, and the services offered there.</p>\n<p>Per Art. 4 No. 1 of Regulation (EU) 2016/679, i.e. the General Data Protection Regulation (hereinafter referred to as the \"GDPR\"), \"processing\" refers to any operation or set of operations such as collection, recording, organization, structuring, storage, adaptation, alteration, retrieval, consultation, use, disclosure by transmission, dissemination, or otherwise making available, alignment, or combination, restriction, erasure, or destruction performed on personal data, whether by automated means or not.</p>\n<p>The following privacy policy is intended to inform you in particular about the type, scope, purpose, duration, and legal basis for the processing of such data either under our own control or in conjunction with others. We also inform you below about the third-party components we use to optimize our website and improve the user experience which may result in said third parties also processing data they collect and control.</p>\n<p>Our privacy policy is structured as follows:</p>\n<p>I. Information about us as controllers of your data<br>II. The rights of users and data subjects<br>III. Information about the data processing</p>\n<h3>I. Information about us as controllers of your data</h3>\n<p>The party responsible for this website (the \"controller\") for purposes of data protection law is:</p>\n<p><span style=\"color: var(--text-editor-body-color); font-family: var(--font-base); font-size: inherit; font-weight: var(--font-weight-normal);\">Exanion UG (haftungsbeschränkt)<br></span><span style=\"color: var(--text-editor-body-color); font-family: var(--font-base); font-size: inherit; font-weight: var(--font-weight-normal);\">Bernerstraße 2<br>01217 Dresden<br>Germany</span></p>\n<p><span style=\"color: var(--text-editor-body-color); font-family: var(--font-base); font-size: inherit; font-weight: var(--font-weight-normal);\">Telephone: +49 351 21925033</span></p>\n<p>Email: <a href=\"mailto:support@exanion.de\">support@exanion.de</a></p>\n<p><span style=\"color: var(--text-editor-body-color); font-family: var(--font-base); font-size: inherit; font-weight: var(--font-weight-normal);\">The controller's data protection officer is:</span></p>\n<p>Peter Kappelt</p>\n<h3>II. The rights of users and data subjects</h3>\n<p>With regard to the data processing to be described in more detail below, users and data subjects have the right</p>\n<ul type=\"disc\">\n<li>to confirmation of whether data concerning them is being processed, information about the data being processed, further information about the nature of the data processing, and copies of the data (cf. also Art. 15 GDPR);</li>\n<li>to correct or complete incorrect or incomplete data (cf. also Art. 16 GDPR);</li>\n<li>to the immediate deletion of data concerning them (cf. also Art. 17 DSGVO), or, alternatively, if further processing is necessary as stipulated in Art. 17 Para. 3 GDPR, to restrict said processing per Art. 18 GDPR;</li>\n<li>to receive copies of the data concerning them and/or provided by them and to have the same transmitted to other providers/controllers (cf. also Art. 20 GDPR);</li>\n<li>to file complaints with the supervisory authority if they believe that data concerning them is being processed by the controller in breach of data protection provisions (see also Art. 77 GDPR).</li>\n</ul>\n<p>In addition, the controller is obliged to inform all recipients to whom it discloses data of any such corrections, deletions, or restrictions placed on processing the same per Art. 16, 17 Para. 1, 18 GDPR. However, this obligation does not apply if such notification is impossible or involves a disproportionate effort. Nevertheless, users have a right to information about these recipients.</p>\n<p><strong>Likewise, under Art. 21 GDPR, users and data subjects have the right to object to the controller's future processing of their data pursuant to Art. 6 Para. 1 lit. f) GDPR. In particular, an objection to data processing for the purpose of direct advertising is permissible.</strong></p>\n<h3>III. Information about the data processing</h3>\n<p>Your data processed when using our website will be deleted or blocked as soon as the purpose for its storage ceases to apply, provided the deletion of the same is not in breach of any statutory storage obligations or unless otherwise stipulated below.</p>\n<h4>Server data</h4>\n<p>For technical reasons, the following data sent by your internet browser to us or to our server provider will be collected, especially to ensure a secure and stable website: These server log files record the type and version of your browser, operating system, the website from which you came (referrer URL), the webpages on our site visited, the date and time of your visit, as well as the IP address from which you visited our site.</p>\n<p>The data thus collected will be temporarily stored, but not in association with any other of your data.</p>\n<p>The basis for this storage is Art. 6 Para. 1 lit. f) GDPR. Our legitimate interest lies in the improvement, stability, functionality, and security of our website.</p>\n<p>The data will be deleted within no more than seven days, unless continued storage is required for evidentiary purposes. In which case, all or part of the data will be excluded from deletion until the investigation of the relevant incident is finally resolved.</p>\n<h4>Cookies</h4>\n<h5>a) Session cookies</h5>\n<p>We use cookies on our website. Cookies are small text files or other storage technologies stored on your computer by your browser. These cookies process certain specific information about you, such as your browser, location data, or IP address. </p>\n<p>This processing makes our website more user-friendly, efficient, and secure, allowing us, for example, to display our website in different languages or to offer a shopping cart function.</p>\n<p>The legal basis for such processing is Art. 6 Para. 1 lit. b) GDPR, insofar as these cookies are used to collect data to initiate or process contractual relationships.</p>\n<p>If the processing does not serve to initiate or process a contract, our legitimate interest lies in improving the functionality of our website. The legal basis is then Art. 6 Para. 1 lit. f) GDPR.</p>\n<p>When you close your browser, these session cookies are deleted.</p>\n<h5>b) Third-party cookies</h5>\n<p>If necessary, our website may also use cookies from companies with whom we cooperate for the purpose of advertising, analyzing, or improving the features of our website.</p>\n<p>Please refer to the following information for details, in particular for the legal basis and purpose of such third-party collection and processing of data collected through cookies.</p>\n<h5>c) Disabling cookies</h5>\n<p>You can refuse the use of cookies by changing the settings on your browser. Likewise, you can use the browser to delete cookies that have already been stored. However, the steps and measures required vary, depending on the browser you use. If you have any questions, please use the help function or consult the documentation for your browser or contact its maker for support. Browser settings cannot prevent so-called flash cookies from being set. Instead, you will need to change the setting of your Flash player. The steps and measures required for this also depend on the Flash player you are using. If you have any questions, please use the help function or consult the documentation for your Flash player or contact its maker for support.</p>\n<p>If you prevent or restrict the installation of cookies, not all of the functions on our site may be fully usable.</p>\n<h4>Contact</h4>\n<p>If you contact us via email or the contact form, the data you provide will be used for the purpose of processing your request. We must have this data in order to process and answer your inquiry; otherwise we will not be able to answer it in full or at all.</p>\n<p>The legal basis for this data processing is Art. 6 Para. 1 lit. b) GDPR.</p>\n<p>Your data will be deleted once we have fully answered your inquiry and there is no further legal obligation to store your data, such as if an order or contract resulted therefrom.</p>\n<h4>Matomo (formerly: PIWIK)</h4>\n<p>Our website uses Matomo (formerly: PIWIK). This is open-source software with which we can analyze the use of our site. Data such as your IP address, the pages you visit, the website from which you came (referrer URL), the duration of your visit, and the frequency of your visits is processed.</p>\n<p>Matomo stores a cookie on your device via your browser in order to collect this data. This cookie is valid for one week.</p>\n<p>The legal basis is Art. 6 Para. 1 lit. f) GDPR. Our legitimate interest lies in the analysis and optimization of our website.</p>\n<p>We use Matomo with the \"Automatically Anonymize Visitor IPs\" function. This anonymization function truncates your IP address by two bytes so that it is impossible to assign it to you or to the internet connection you are using.</p>\n<p>If you do not agree to this processing, you have the option of preventing the installation of cookies by making the appropriate settings in your browser. Further details can be found in the section about cookies above.</p>\n<p>In addition, you have the option of terminating the analysis of your usage behavior by opting out. By confirming the link</p>\n<p>[HERE ADD INSERT IFRAME FROM MATOMO WITH OPT-OUT-COOKIE]</p>\n<p>a cookie is stored on your device via your browser to prevent any further analysis. Please note, however, that you must click the above link again if you delete the cookies stored on your end device.</p>\n<h4>Google Fonts</h4>\n<p>Our website uses Google Fonts to display external fonts. This is a service provided by Google Ireland Limited, Gordon House, Barrow Street, Dublin 4, Irland (hereinafter: Google).</p>\n<p>Through certification according to the EU-US Privacy Shield</p>\n<p><a href=\"https://www.privacyshield.gov/participant?id=a2zt000000001L5AAI&status=Active\" target=\"_blank\" rel=\"noopener\">https://www.privacyshield.gov/participant?id=a2zt000000001L5AAI&status=Active</a></p>\n<p>Google guarantees that it will follow the EU's data protection regulations when processing data in the United States.</p>\n<p>To enable the display of certain fonts on our website, a connection to the Google server in the USA is established whenever our website is accessed.</p>\n<p>The legal basis is Art. 6 Para. 1 lit. f) GDPR. Our legitimate interest lies in the optimization and economic operation of our site.</p>\n<p>When you access our site, a connection to Google is established from which Google can identify the site from which your request has been sent and to which IP address the fonts are being transmitted for display.</p>\n<p>Google offers detailed information at</p>\n<p><a href=\"https://adssettings.google.com/authenticated\" target=\"_blank\" rel=\"noopener\">https://adssettings.google.com/authenticated</a></p>\n<p><a href=\"https://policies.google.com/privacy\" target=\"_blank\" rel=\"noopener\">https://policies.google.com/privacy</a></p>\n<p>in particular on options for preventing the use of data.</p>\n<h4>GOOGLE Custom Search Engine (\"CSE\")</h4>\n<p>For full-text search on the website, we use the Google Custom Search Engine (CSE). CSE is a service of Google Ireland Limited, Gordon House, Barrow Street, Dublin 4, Irland, hereinafter Google.<br><br>Google is certified under the EU-US Privacy Shield, thereby ensuring compliance with EU data protection regulations when processing data in the US. <br> <br><a href=\"https://www.privacyshield.gov/participant?id=a2zt000000001L5AAI&status=Active\" target=\"_blank\" rel=\"noopener\">https://www.privacyshield.gov/participant?id=a2zt000000001L5AAI&status=Active</a><br><br>CSE makes it possible to do a full-text search for content on our website. Access to this search function is via the Google Custom Search search box.<br><br>The legal basis for this processing of data is <a title=\"Art. 6 GDPR: Lawfulness of processing\" href=\"http://dejure.org/gesetze/DSGVO/6.html\" target=\"_blank\" rel=\"noopener\">Art. 6 para. 1 lit. f GDPR</a>. Our legitimate interest is in the user-friendliness of the website.<br><br>The feature is integrated into website without modification as a software module from Google.<br>If the search is activated by entering a search term, Google uses a plug-in to load the information you are looking for. At the same time, the search terms you enter and your IP address are transmitted to Google in order to perform the search and display the search results.<br><br>If you are logged into your existing Google Account at the time of the search, Google may associate the collected information with your user profile. <br><br>Google offers further information, in particular your options to prevent this use of your data, at the following links:<br><br><a href=\"https://policies.google.com/privacy\" target=\"_blank\" rel=\"noopener\">https://policies.google.com/privacy</a><br><a href=\"https://adssettings.google.com/authenticated\" target=\"_blank\" rel=\"noopener\">https://adssettings.google.com/authenticated</a></p>\n<h4>CloudFlare</h4>\n<p>To secure our website and to optimize loading times, we use the CloudFlare CDN (content delivery network). This is a service of Cloudflare Inc., 101 Townsend Street, San Francisco, California 94107, USA, hereinafter referred to as \"CloudFlare\".</p>\n<p>Through certification according to the EU-US Privacy Shield</p>\n<p>(<a href=\"https://www.privacyshield.gov/participant?id=a2zt0000000GnZKAA0&status=Active\" target=\"_blank\" rel=\"noopener\">https://www.privacyshield.gov/participant?id=a2zt0000000GnZKAA0&status=Active</a>)</p>\n<p>CloudFlare guarantees that it will follow the EU's data protection regulations when processing data in the United States.</p>\n<p>The legal basis for collecting and processing this information is Art. 6 Para. 1 lit. f) GDPR. Our legitimate interest lies in the secure operation of our website and in its optimization.</p>\n<p>If you access our website, your queries are forwarded to CloudFlare servers. Statistical access data about your visit to our website is collected and CloudFlare stores a cookie on your terminal device via your browser. Access data includes</p>\n<p>- your IP address;</p>\n<p>- the page(s) on our site that you access;</p>\n<p>- type and version of internet browser you are using;</p>\n<p>- your operating system;</p>\n<p>- the website from which you came prior to visiting our website (referrer URL);</p>\n<p>- your length of stay on our site; and </p>\n<p>- the frequency with which our pages are accessed.</p>\n<p>The data is used by CloudFlare for statistical evaluations of the accesses as well as for the security and optimization of the offer.</p>\n<p>If you do not agree to this processing, you have the option of preventing the installation of cookies by making the appropriate settings in your browser. Further details can be found in the section about cookies above.</p>\n<p>CloudFlare offers further information about its data collection and processing as well your rights and your options for protecting your privacy at this link:</p>\n<p><a href=\"https://www.cloudflare.com/privacypolicy/\" target=\"_blank\" rel=\"noopener\">https://www.cloudflare.com/privacypolicy/</a>.</p>\n<p>Contains parts of the <a href=\"https://www.ratgeberrecht.eu/leistungen/muster-datenschutzerklaerung.html\" target=\"_blank\" rel=\"noopener\">Model Data Protection Statement</a> for <a href=\"https://www.ratgeberrecht.eu/\" target=\"_blank\" rel=\"noopener\">Anwaltskanzlei Weiß & Partner</a></p>",
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"id": "https://www.exanion.de/home/",
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"title": "Home",
"summary": "Exanion - Engineering. Development. Solutions.",
"content_html": "<p>Exanion - Engineering. Development. Solutions.</p>",
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"id": "https://www.exanion.de/impressum/",
"url": "https://www.exanion.de/impressum/",
"title": "Impressum",
"summary": "Angaben gemäß § 5 TMGExanion UG (haftungsbeschränkt) Bernerstraße 2 01217 Dresden Handelsregister: HRB 39224 Registergericht: Amtsgericht Dresden Vertreten durch: Peter Kappelt Telefon: +49 351 21925033 E-Mail: support@exanion.de Umsatzsteuer-Identifikationsnummer gemäß § 27 a Umsatzsteuergesetz: DE326719403 Wir sind nicht bereit oder verpflichtet, an Streitbeilegungsverfahren vor einer Verbraucherschlichtungsstelle teilzunehmen. Als Diensteanbieter sind wir…",
"content_html": "<h2>Angaben gemäß § 5 TMG</h2>\n<p>Exanion UG (haftungsbeschränkt)<br>Bernerstraße 2<br>01217 Dresden</p>\n<p>Handelsregister: HRB 39224<br>Registergericht: Amtsgericht Dresden</p>\n<p><strong>Vertreten durch: </strong>Peter Kappelt</p>\n<h2>Kontakt</h2>\n<p>Telefon: +49 351 21925033<br>E-Mail: support@exanion.de</p>\n<h2>Umsatzsteuer-ID</h2>\n<p>Umsatzsteuer-Identifikationsnummer gemäß § 27 a Umsatzsteuergesetz: DE326719403</p>\n<h2>Verbraucherstreitbeilegung/Universalschlichtungsstelle</h2>\n<p>Wir sind nicht bereit oder verpflichtet, an Streitbeilegungsverfahren vor einer Verbraucherschlichtungsstelle teilzunehmen.</p>\n<h3>Haftung für Inhalte</h3>\n<p>Als Diensteanbieter sind wir gemäß § 7 Abs.1 TMG für eigene Inhalte auf diesen Seiten nach den allgemeinen Gesetzen verantwortlich. Nach §§ 8 bis 10 TMG sind wir als Diensteanbieter jedoch nicht verpflichtet, übermittelte oder gespeicherte fremde Informationen zu überwachen oder nach Umständen zu forschen, die auf eine rechtswidrige Tätigkeit hinweisen.</p>\n<p>Verpflichtungen zur Entfernung oder Sperrung der Nutzung von Informationen nach den allgemeinen Gesetzen bleiben hiervon unberührt. Eine diesbezügliche Haftung ist jedoch erst ab dem Zeitpunkt der Kenntnis einer konkreten Rechtsverletzung möglich. Bei Bekanntwerden von entsprechenden Rechtsverletzungen werden wir diese Inhalte umgehend entfernen.</p>\n<h3>Haftung für Links</h3>\n<p>Unser Angebot enthält Links zu externen Websites Dritter, auf deren Inhalte wir keinen Einfluss haben. Deshalb können wir für diese fremden Inhalte auch keine Gewähr übernehmen. Für die Inhalte der verlinkten Seiten ist stets der jeweilige Anbieter oder Betreiber der Seiten verantwortlich. Die verlinkten Seiten wurden zum Zeitpunkt der Verlinkung auf mögliche Rechtsverstöße überprüft. Rechtswidrige Inhalte waren zum Zeitpunkt der Verlinkung nicht erkennbar.</p>\n<p>Eine permanente inhaltliche Kontrolle der verlinkten Seiten ist jedoch ohne konkrete Anhaltspunkte einer Rechtsverletzung nicht zumutbar. Bei Bekanntwerden von Rechtsverletzungen werden wir derartige Links umgehend entfernen.</p>\n<h3>Urheberrecht</h3>\n<p>Die durch die Seitenbetreiber erstellten Inhalte und Werke auf diesen Seiten unterliegen dem deutschen Urheberrecht. Die Vervielfältigung, Bearbeitung, Verbreitung und jede Art der Verwertung außerhalb der Grenzen des Urheberrechtes bedürfen der schriftlichen Zustimmung des jeweiligen Autors bzw. Erstellers. Downloads und Kopien dieser Seite sind nur für den privaten, nicht kommerziellen Gebrauch gestattet.</p>\n<p>Soweit die Inhalte auf dieser Seite nicht vom Betreiber erstellt wurden, werden die Urheberrechte Dritter beachtet. Insbesondere werden Inhalte Dritter als solche gekennzeichnet. Sollten Sie trotzdem auf eine Urheberrechtsverletzung aufmerksam werden, bitten wir um einen entsprechenden Hinweis. Bei Bekanntwerden von Rechtsverletzungen werden wir derartige Inhalte umgehend entfernen.</p>\n<p>Quelle: <a href=\"https://www.e-recht24.de\">e-recht24.de</a></p>\n<hr>\n<h2>Legal Disclosure</h2>\n<p>Information in accordance with Section 5 TMG <br><br>Exanion UG (haftungsbeschränkt)<br>Bernerstraße 2<br>01217 Dresden</p>\n<p>Represented by: Peter Kapelt (Managing Director)</p>\n<h2>Contact Information</h2>\n<p>Telephone: +49 351 21925033<br>E-Mail: <a href=\"mailto:support@exanion.de\">support@exanion.de</a><br>Internet address: <a href=\"https://www.exanion.de\" target=\"_blank\" rel=\"noopener\">https://www.exanion.de</a></p>\n<h2>Register entry</h2>\n<p>Entry in: Handelsregister<br>Register Number: HRB 39224<br>Register Court: Amtsgericht Dresden</p>\n<h2>VAT number</h2>\n<p>VAT indentification number in accorance with Section 27 a of the German VAT act: DE326719403</p>\n<h2>Disclaimer</h2>\n<h3>Accountability for content</h3>\n<p>The contents of our pages have been created with the utmost care. However, we cannot guarantee the contents' accuracy, completeness or topicality. According to statutory provisions, we are furthermore responsible for our own content on these web pages. In this matter, please note that we are not obliged to monitor the transmitted or saved information of third parties, or investigate circumstances pointing to illegal activity. Our obligations to remove or block the use of information under generally applicable laws remain unaffected by this as per §§ 8 to 10 of the Telemedia Act (TMG). </p>\n<h3>Accountability for links</h3>\n<p>Responsibility for the content of external links (to web pages of third parties) lies solely with the operators of the linked pages. No violations were evident to us at the time of linking. Should any legal infringement become known to us, we will remove the respective link immediately.</p>\n<h3>Copyright</h3>\n<p>Our web pages and their contents are subject to German copyright law. Unless expressly permitted by law, every form of utilizing, reproducing or processing works subject to copyright protection on our web pages requires the prior consent of the respective owner of the rights. Individual reproductions of a work are only allowed for private use. The materials from these pages are copyrighted and any unauthorized use may violate copyright laws. <br><br><i>Quelle: </i><a href=\"http://www.translate-24h.de\" target=\"_blank\" rel=\"noopener\">translate-24h.de</a></p>",
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"Combine berries, liqueur, vanilla, 2 tablespoons sugar, and a pinch of salt in a bowl and let macerate at room temperature, stirring occasionally, 20 minutes.",
"While berries macerate, cut out 8 rounds from bread using cookie cutter, then roll each round with a rolling pin, pressing firmly, into a flat 3 1/4-inch round. Generously brush muffin cups with some butter and press bread rounds onto bottom and up side of cups. Brush with remaining butter and toast until bottoms are golden, about 10 minutes.",
"While bread cups toast, beat cream with remaining tablespoon sugar using an electric mixer at high speed until it just holds soft peaks.",
"Transfer 2 toast cups to each of 4 plates, then divide berry mixture among toast cups and top with whipped cream and any leftover liquid from berries."
],
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"1 teaspoon vanilla",
"3 tablespoons sugar",
"8 slices firm white sandwich bread",
"2 tablespoons unsalted butter, melted",
"1/2 cup chilled heavy cream",
"Special equipment: a 3-inch round cookie cutter; a muffin tin with at least 8 (1/3- to 1/2-cup) muffin cups"
],
"language": "en-US",
"source": "www.epicurious.com",
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"Milk/Cream",
"Berry",
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"Gourmet",
"Kidney Friendly",
"Vegetarian",
"Pescatarian",
"Peanut Free",
"Tree Nut Free",
"Soy Free",
"Kosher"
],
"title": "Berry Toast Cups",
"url": "http://www.epicurious.com/recipes/food/views/berry-toast-cups-232634"
}
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{"poster":"Surgespace","date":"2015-12-28T04:06:01.427+0000","title":"Just played a game that may have Defeated me from Playing this game again.","subforum":"Player Behavior","up_votes":118,"down_votes":41,"body":"Just had a game where there was a player who's name was the Name of an ISIS member known for the beheading of people worldwide. The very first words said in the game was the N-word by his teammate.\r\n\r\nI said "that's not a funny joke" where a 3rd person told me to "grow thicker skin".\r\n\r\nRacism is not funny, ISIS is not a joke, saying the N-word and defending his spam of the N-word all game is not acceptable.\r\n\r\nI really love this game but it's players like this that give me an overwhelming sense of Negativity Bias and the sense I simply do not belong\r\nin this community.\r\n\r\nChances are I won't quit this game right now, however it's becoming more and more likely with each passing day of seeing this behavior, that I might \r\njust leave the game.\r\n\r\n\r\nI know nobody cares and i'm just 1 person, and I know the downvotes will come, but I just had to get this off my chest.\r\n\r\nThanks.","replies":[{"poster":"KnightsKemplar","date":"2015-12-28T04:08:07.861+0000","up_votes":75,"down_votes":2,"body":"Downvotes not coming, bro.\n\nReport that junk. Those are the people that get banned fastest. Riot takes slurs VERY SERIOUSLY. I have NEVER seen anyone get banned faster than someone using slurs. \n\nAnd that's why I still have faith that someday, I will get a game with no toxic buttholes. Someday. If you enjoy the game, don't let people like that stop you. If you must mute, mute. And make sure to report. Every legit report makes the community a little bit safer.","replies":[{"poster":"Velzard of Koz","date":"2015-12-28T17:05:38.357+0000","up_votes":8,"down_votes":0,"body":"It's not really as bad as supporting ISIS, but one player suggested I commit suicide by cutting my veins (plus at the similar time he went 0/56 in one game, Zilean mid, it really looked like trolling his teammates). I reported him to Support System (he told me that after game in private chat, so hardly could I report him at post-in-game screen) and he still plays unbanned (I check his Match History and its dates now and then). I am not the nicest person and I wasn't really bothered by the player (so I don't mind much) but I though Riot takes those things \"very seriously\".\n\nI really hope those people get punished but from my experience I wouldn't expect it strongly.","replies":[{"poster":"KnightsKemplar","date":"2015-12-28T18:56:29.457+0000","up_votes":4,"down_votes":1,"body":"Well, the situation you describe is a bit different, from a legal standpoint. Private chat is a different matter entirely.\n\nThey can hardly ban people for saying terrible things with their friends... and if you're private chatting him, he has to be on your friends list, no? He could easily argue, in court, that Riot has no right to ban him for a private chat. And they don't. So they won't.\n\nI agree it's a terrible thing to say regardless of where, but you have to remember that Riot isn't keen on getting sued, whether he's a good person or not. It's their business to keep things civil in the game environment. Outside of that, they really don't have much say in the matter. That doesn't mean they don't take it seriously.","replies":[{"poster":"Velzard of Koz","date":"2015-12-28T19:06:10.787+0000","up_votes":3,"down_votes":0,"body":"He wanted to add me into his friend list only to say this. I added him because I though he might wanted to end the discussion we had in the game, but not like this. But I agree it may be very easily abusable so hard to decide there.","replies":[{"poster":"KnightsKemplar","date":"2015-12-28T22:20:06.484+0000","up_votes":3,"down_votes":1,"body":"Yeah, I know you didn't MEAN to get told off by someone on your friend's list. \n\nHe's just abusing the system, that's exactly right. It's just much easier to punish people for their in game behavior than out of game.","replies":[]}]},{"poster":"KaisadiIIa","date":"2015-12-28T23:07:38.649+0000","up_votes":4,"down_votes":2,"body":"That's not how it works. RIOT (and every company) has blinded itself really well with their ToS, you don't even own your account, legally they own an account that they give you access to. They could literally permaban you right now with the reason \"we felt like it\" and, it the end, you could dispute nothing to them because the ToS you've agreed with says that they can do so.\n\nAlso, whether you can say or not slurs is *really* subjective. You can tell racist jokes to your friends or strangers in your friend list and nothing would probably happen to you, but if, for whatever reason, a judge wants to imprison you for it, trust me they'll find a way to do so. I don't live in the U.S. so it may be different there, but I'm 99% sure they can do that in whatever country.","replies":[{"poster":"Kaiser Noah","date":"2015-12-30T20:04:44.719+0000","up_votes":1,"down_votes":0,"body":"Granted if they did because they felt like it it would cause a bit of a community uproar","replies":[{"poster":"KaisadiIIa","date":"2015-12-30T21:03:41.568+0000","up_votes":1,"down_votes":0,"body":"Of course, I was just pointing out that they can do whatever they want with your account.","replies":[]}]}]}]},{"poster":"Primaquarius","date":"2015-12-29T01:32:09.023+0000","up_votes":2,"down_votes":1,"body":"0/56...\n\nWhat\nThe\nActual\nFk","replies":[]}]},{"poster":"V1CTIS HONOR","date":"2015-12-29T17:44:03.646+0000","up_votes":4,"down_votes":0,"body":"Can confirm. Was perma banned instantly for say \"P**sy F**got J*W\"","replies":[]}]},{"poster":"Wînter Fox","date":"2015-12-28T04:27:25.034+0000","up_votes":31,"down_votes":3,"body":"Would you leave a country if you see one person committing a crime, or would you call 911 and help get him arrested?\n\nReport them.","replies":[{"poster":"UB3R 1337 H4X","date":"2015-12-28T20:22:14.070+0000","up_votes":10,"down_votes":0,"body":"True, but in this scenario the police are rather incompetent.","replies":[]}]},{"poster":"Pykel","date":"2015-12-28T14:27:08.447+0000","up_votes":16,"down_votes":1,"body":"report them, but dont blame the game blame the internet. it is not a league thing its a \"im on the internet so i can say anything\" thing.","replies":[{"poster":"Shahamut","date":"2015-12-28T21:05:00.746+0000","up_votes":5,"down_votes":0,"body":"This is true. People abuse anonymity constantly on the internet. Its not a League of Legends thing. ANY online community will be similar, I would bet.\n\nPeople want to do what they want and not be responsible for it. Ultimately, that's what it comes down to.","replies":[]}]},{"poster":"PlsTouchMeGently","date":"2015-12-28T04:10:50.019+0000","up_votes":7,"down_votes":14,"body":"Erm sure. That's not cool, but that's really mild compared to a lot of the stuff on here. Don't let them make you stop playing.","replies":[{"poster":"Anomander","date":"2015-12-28T07:12:29.404+0000","up_votes":16,"down_votes":0,"body":"Terrorism and racism is mild? Wow I don't want to know what you consider hard core.","replies":[{"poster":"CeexSett","date":"2015-12-28T14:55:04.139+0000","up_votes":2,"down_votes":23,"body":"Terrorism and racism are one thing, people talking about that in a video game is completely different. People are free to say a racist joke, the ones who like that kind of joke will laugh, others won´t. Done. If people talking about it bugs you so hard, life is going to be hard for you, OP","replies":[{"poster":"Anomander","date":"2015-12-28T16:02:36.992+0000","up_votes":13,"down_votes":0,"body":"Hmm do you know soldiers who died to terrorist attacks? Did you serve in the military? Have you seen the destruction caused by acts of terrorism or the affects it has on people? Terrorism is not a joke. Feel free to belittle a terrorist make them less then they are. However do not belittle the acts of terrorism themselves as they are not something that should ever be joked about.\n\n\nAs far as a racist joke goes. Feel free to tell it in the privacy of your own home. Hell go out and tell it to the world in any and all public forums. That is as far as I care your civil rights. That does not mean you can come onto others property or a privately owned forum and do the same thing without consequences. Riot can moderate their game and forums however they want. Does the joke offend me? Probably not. Should you tell racist jokes to people you don't know? Probably not.","replies":[{"poster":"CeexSett","date":"2015-12-28T19:43:44.266+0000","up_votes":1,"down_votes":7,"body":"You contradicted yourself. You said I can tell them to \"the world in any and all public forums\". You are not paying or booking a place in the game, you get paired with random strangers who are part of the society as well. It´s the same as going in the train and saying out loud a racist joke. No one will probably like it, but you are free to say it, you can even say you wished Hitler to be alive, as far as law is concerned. Don´t think I support terrorism or racism, obviously not, but making such a buzz for a thing a guy typed and that OP saw for, what, 40 minutes? is just extreme. You may not agree, you can report them, but the guy has freedom to tell the jokes he wants or choose the name he wanted. If i wanted, I could have my name as \"Mao-TsePersonOfTheYear\" or something stupid like that, I can.","replies":[{"poster":"Anomander","date":"2015-12-28T20:03:08.359+0000","up_votes":5,"down_votes":0,"body":"League of legends and it's forums are not public but privately owned...... Why is this so hard for people to understand.","replies":[]},{"poster":"Shahamut","date":"2015-12-28T21:10:30.246+0000","up_votes":5,"down_votes":0,"body":"Difference is, if you did that on a public train, 3+ people might actually jump you.\n\nPeople are only bold on these forums and in games because they have no actual reason to \"fear\" consequence. Worst case scenario? you get banned. There are other games, other forums, etc.\n\nPeople might kick my butt and possibly kill me? You probably aren't as bold. :P","replies":[]}]}]}]},{"poster":"Dominick Destine","date":"2015-12-28T19:33:47.370+0000","up_votes":1,"down_votes":12,"body":">Terrorism and racism\n\nHas a troll name on the internet... gets called a terrorist. Rofl, seriously... get thicker skin.\n\nI remember back in the day, there were tons of \"Osama Bin Laden\" troll names... no one freaked out, we all just laughed about it (Ex: OsamaBinTokin, BroSamaBinLaden, OsamaTrashBin, etc.)","replies":[{"poster":"Anomander","date":"2015-12-28T19:59:41.644+0000","up_votes":5,"down_votes":0,"body":"Umm no one was called a terrorist or racist. I stated that Terrorism and Racism are not MILD topics....... It amazes me the reading comprehension on these forums.","replies":[]}]},{"poster":"PlsTouchMeGently","date":"2015-12-28T16:38:46.436+0000","up_votes":2,"down_votes":1,"body":"No, neither of those things are mild. However, the extent to which they were referenced here is. I've seen much, much worse examples of things like this.","replies":[]}]}]},{"poster":"Virgil Kemp","date":"2015-12-28T19:48:21.824+0000","up_votes":2,"down_votes":12,"body":"If you hate ISIS so much, maybe you should join a group protesting the USA's support of ISIS financially.\n\nIf you hate beheading so much, maybe you should question why beheading a few people bothers you more than the murder of hundreds of thousands of people.\n\nGood riddance. You're way worse than some idiot kids saying offensive smut. Your offensive smut results in the murder of millions, and you're self-righteous about it. At least those idiot kids probably don't have your self-righteous attitude.","replies":[{"poster":"Shahamut","date":"2015-12-28T21:01:20.987+0000","up_votes":11,"down_votes":0,"body":"That is a lot of presumptuous bull you just flung out there bud. He simply stated that this behavior offended him, drawing the conclusion that this somehow means he is less offended by equal or greater tragedies is both stupid and wrong.\n\nHow has his \"offensive smut\" resulted in \"the murder of millions\"? And at what point was he \"self-righteous\" about said murders?\n\nPlease stop your childish antics.","replies":[]}]},{"poster":"iamthegoatofwar","date":"2015-12-28T09:04:11.351+0000","up_votes":2,"down_votes":15,"body":"Ok the isis member is one thing but what did the guy say when he used the N word?","replies":[{"poster":"TwinkiePro","date":"2015-12-28T10:40:58.962+0000","up_votes":15,"down_votes":3,"body":"Regardless of how its used, its considered an offensive word, even though it can be common when said among blacks. Its term is deeply rooted in racism and the slave trade, so there is never a reason to use it.","replies":[{"poster":"Myrmiron","date":"2015-12-28T16:39:12.089+0000","up_votes":4,"down_votes":7,"body":"Calling a black person \"boy\" would be way more racist than saying \"whaddup muh %%%%%?\".\nI never understood why US americans feel so uncomfortable around the infamous \"n-word\", after all it's the context that counts.","replies":[{"poster":"Zense","date":"2015-12-28T18:12:27.203+0000","up_votes":7,"down_votes":0,"body":"\"Regardless of how its used, its considered an offensive word.\"","replies":[]},{"poster":"Dominick Destine","date":"2015-12-28T19:32:32.589+0000","up_votes":2,"down_votes":5,"body":"> [{quoted}](name=Myrmiron,realm=EUW,application-id=ZGEFLEUQ,discussion-id=sE4EXB8l,comment-id=000700000001,timestamp=2015-12-28T16:39:12.089+0000)\n>\n> Calling a black person \"boy\" would be way more racist than saying \"whaddup muh %%%%%?\".\n> I never understood why US americans feel so uncomfortable around the infamous \"n-word\", after all it's the context that counts.\n\nThis.\n\nAs someone outside of the U.S., I find their hypocrisy incomprehensible... it's about context, not the words themselves.","replies":[{"poster":"TwinkiePro","date":"2015-12-28T22:39:46.665+0000","up_votes":4,"down_votes":0,"body":"And in what context could it possibly be okay to use the word?","replies":[]}]}]}]}]},{"poster":"Vistha Kai","date":"2015-12-28T19:58:34.849+0000","up_votes":6,"down_votes":0,"body":"You know what I see when people say \"ISIS\"?\n\nhttp://usercontent1.hubimg.com/3348492_f520.jpg","replies":[{"poster":"Maratsune","date":"2015-12-28T20:33:47.622+0000","up_votes":5,"down_votes":0,"body":"I hate that the name is getting so tarnished :(","replies":[]},{"poster":"DrCyanide","date":"2015-12-28T21:08:39.255+0000","up_votes":2,"down_votes":0,"body":"Well, that's better than me.\n\nhttp://blogs.babycenter.com/wp-content/uploads/2013/11/Isis-Mobile-Wallet1.jpg","replies":[]}]},{"poster":"The Allies Guy","date":"2015-12-28T20:52:48.266+0000","up_votes":4,"down_votes":0,"body":"some people just dont know when they cross the line. i hope they get perma banned","replies":[]},{"poster":"Olath Quortek","date":"2015-12-28T17:55:57.594+0000","up_votes":4,"down_votes":0,"body":"Please stay... We need more people that aren't assholes... D:","replies":[]},{"poster":"DREADN0UGHT","date":"2015-12-29T01:49:09.282+0000","up_votes":3,"down_votes":0,"body":"1. Mute\n2. Report\n3. ????\n4. Profit","replies":[]},{"poster":"Hunts and Dips","date":"2015-12-28T04:08:37.216+0000","up_votes":5,"down_votes":28,"body":"People do this stuff to get a reaction. \n\nBy making this thread, you let them win.","replies":[{"poster":"Chespin2013","date":"2015-12-28T15:18:20.870+0000","up_votes":6,"down_votes":0,"body":"ISIS beheads innocent people should we just look the other way because they want attention?","replies":[{"poster":"Bladerunner7777","date":"2015-12-28T15:34:23.184+0000","up_votes":2,"down_votes":9,"body":"> [{quoted}](name=Chespin2013,realm=NA,application-id=ZGEFLEUQ,discussion-id=sE4EXB8l,comment-id=00010002,timestamp=2015-12-28T15:18:20.870+0000)\n>\n> ISIS beheads innocent people should we just look the other way because they want attention?\n\nUh kinda\n\nISIS is a tiny organization. They are only trying spook citizens to appear more powerful/scary.\n\nAnd it's actually working out for them. (As far as NA goes) There are constantly news reports of ISIS beheadings and such which is only doing what they want.\n\nNow actual terrorist attacks? Those have the same principle but we should retaliate instead of making reports about it, but that's more of a personal opinion.\n\nNow, feed me your downvotes.","replies":[{"poster":"Anomander","date":"2015-12-28T16:08:31.769+0000","up_votes":7,"down_votes":1,"body":"ISIS is the largest and best funded terrorist organization in the world. They control large portions of Iraq and Syria. That is not a \"tiny\" organization. Trying to ignore them will just lead to even greater threats. However I do agree that we should not be giving them screen time as a organization.","replies":[]}]}]},{"poster":"Arch Mage Magnus","date":"2015-12-28T12:25:43.519+0000","up_votes":10,"down_votes":2,"body":"> [{quoted}](name=Hunts and Dips,realm=NA,application-id=ZGEFLEUQ,discussion-id=sE4EXB8l,comment-id=0001,timestamp=2015-12-28T04:08:37.216+0000)\n>\n> People do this stuff to get a reaction. \n> \n> By making this thread, you let them win.\n\nKids shooting up highschools want a reaction too; should we just ignore that as well?","replies":[{"poster":"Hunts and Dips","date":"2015-12-28T16:37:31.441+0000","up_votes":2,"down_votes":1,"body":"Everyone took what I said the wrong way lol. \n\nSeparate real life from video games. \n\nIn this game, trolls are trying to get a reaction from you. \n\nBy giving them the reaction they want, the trolls win. \n\nI wasn't talking about ignoring isis. These keyboard crusaders are vengeful. They have no idea what I do to help this country.","replies":[]}]}]},{"poster":"MohawkBird","date":"2015-12-28T19:26:54.812+0000","up_votes":2,"down_votes":0,"body":"Mute them on move on. It's not that hard. You will always come across idiots like these, and if you let that stop your from playing the game I don't know what to say.","replies":[]},{"poster":"Krigjer","date":"2015-12-28T17:14:51.731+0000","up_votes":2,"down_votes":0,"body":"Well, I mean, I DO think some people need to grow a thicker skin and stop reporting absolutely everything they see.\n\nHowever, what you saw is crossing the line and definitely needs to be reported and punished.","replies":[]},{"poster":"Occams Raiser","date":"2015-12-28T16:53:22.559+0000","up_votes":2,"down_votes":0,"body":"I don't care but it is the internet. Is the first time someone has said something offensive to you. That dude probably isn't even racist. He is a little white kid saying \"someone please look at me!\" He only knows negatives ways to get attention. Grow that skin.","replies":[]},{"poster":"Rinky Dinky","date":"2015-12-28T16:37:28.511+0000","up_votes":2,"down_votes":0,"body":"I get what you are trying to say, but come on, quitting a game entirely because of a one time thing seems kinda...\n\nYa know.","replies":[]},{"poster":"GhostCadillac","date":"2015-12-28T06:08:31.709+0000","up_votes":2,"down_votes":2,"body":"Yo. You know there's a TON of people who play this game and you're NOT always gonna get that ideal match where everyone is happy-go-lucky, decent, and what not. But anyway, I know you're a smart guy / girl. If you see any kind of negativeness in your games, you luckily have the mute button in game and the report button end game. Use those to your advantages. I know you probably know this but it helps a TON.\n\nOn a side note, if you feel brave enough to get 9 others to help you report the players, definitely do it! From my experience, everyone just leaves after the game despite a player showing negative attitude, rage, hate, etc. so it usually just ends up being you reporting them for the game-ruining experience. But again, I know you will know what to do when the time comes. Sorry you had to deal with that kinda stuff. I know it must've sucked win / lose.","replies":[{"poster":"Cosnirak","date":"2015-12-28T16:21:12.576+0000","up_votes":2,"down_votes":0,"body":"\"On a side note, if you feel brave enough to get 9 others to help you report the players, definitely do it!\"\n\nThis doesn't matter. If the report is legit getting others to report it as well is not necessary and doesn't add to it. Doesn't matter if it's 2 or 8 people that report you for the same thing, if it's reported and you did something wrong that's 1 strike against you.","replies":[]}]}]} |
{"title":"Leche69.-.Daniela.Xocolat","uid":6798792,"size":432588600,"categoryP":"porn","categoryS":"movies","magnet":"?xt=urn:btih:7ee1273b51803dc0431a5fcc466e2acb4fa5e74e&dn=Leche69.-.Daniela.Xocolat&tr=udp%3A%2F%2Ftracker.openbittorrent.com%3A80&tr=udp%3A%2F%2Fopen.demonii.com%3A1337&tr=udp%3A%2F%2Ftracker.coppersurfer.tk%3A6969&tr=udp%3A%2F%2Fexodus.desync.com%3A6969","seeders":0,"leechers":2,"uploader":"exmnova","files":1,"time":1320579719,"description":"[Somos la leche / Leche69.] Daniela Xocolat (Buenisimo el Reencuentro)\n\n\n <a href="\nhttp://0.picswan.com/show.php/23099_9.jpg.html" rel="nofollow" target="_NEW">\nhttp://0.picswan.com/show.php/23099_9.jpg.html</a>\n\n\n\nMore Info:\n\n\n <a href="\nhttp://www.69bits.com/torrent/POV/40548/Leche69.-.Daniela.Xocolat.html" rel="nofollow" target="_NEW">\nhttp://www.69bits.com/torrent/POV/40548/Leche69.-.Daniela.Xocolat.html</a>","torrent":{"xt":"urn:btih:7ee1273b51803dc0431a5fcc466e2acb4fa5e74e","amp;dn":"Leche69.-.Daniela.Xocolat","amp;tr":["udp%3A%2F%2Ftracker.openbittorrent.com%3A80","udp%3A%2F%2Fopen.demonii.com%3A1337","udp%3A%2F%2Ftracker.coppersurfer.tk%3A6969","udp%3A%2F%2Fexodus.desync.com%3A6969"],"infoHash":"7ee1273b51803dc0431a5fcc466e2acb4fa5e74e","infoHashBuffer":{"type":"Buffer","data":[126,225,39,59,81,128,61,192,67,26,95,204,70,110,42,203,79,165,231,78]},"announce":[],"urlList":[]}} |
{"poster":"SpaceFighterX","date":"2018-12-05T17:58:54.681+0000","title":"platin4 jungle sucht duoq","subforum":"Clans & Teams","up_votes":1,"down_votes":0,"body":"Ich suche ein Duoq Mate, spiele selber Jungle, du solltest auch Platin 4 oder höher sein und Micro wäre auch gut.\r\nEinfach adden {{summoner:11}}","replies":[]} |
{"poster":"Riven The Exil3d","date":"2014-12-16T17:32:14.049+0000","title":"Just pointing out how greedy the company riot you support is...","subforum":"[ARCHIVED] General Discussion","up_votes":2,"down_votes":9,"body":"Check out the latest video, the poro one. It has all the champions engaging in a \"snowball \" christmas type fight. Innocent right?\r\n\r\nTill you realize the whole video is using subtle marketing by making sure every single damn champion in the video is sporting one of the new skins so you brainwashed plebs go and buy them.(also skins are more expensive now too..)\r\n\r\nStay frosty kids. Just watching your backs.","replies":[]} |
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{"designing robust gals circuits with triple modular redundancy": {"filter": "Manual Removal", "author": ["Jakob Lechner"]}, "on the development of a real time ethernet switch for ultra highly dependable applications": {"filter": "Manual Removal", "author": ["Dumitru-Mircea Chimerel", "Costel Patrascu", "Sabina Anghel", "Yuval Katz", "Wilfried Steiner"]}} |
{"poster":"Kawatori","date":"2017-10-16T18:34:14.630+0000","title":"Sobre misiones","subforum":"Charlas Generales","up_votes":5,"down_votes":0,"body":"¿Porque exactamente te obligan a jugar en un equipo prediseñado de 5?,No entienden que hay gente que quiere jugar sola/o?\r\n\r\nMe causa gracia esto.","replies":[{"poster":"Hnk Kenshiro","date":"2017-10-16T18:45:15.552+0000","up_votes":2,"down_votes":0,"body":"Y a usar un icono.\n\nSon los dos puntos que no le agradan a nadie :p","replies":[{"poster":"Kawatori","date":"2017-10-16T18:50:57.688+0000","up_votes":2,"down_votes":0,"body":"Se ve que no aprendieron en la mision de la semana pasada yo la voy a dejar ahi ni pienso hacerla obligarte a jugar con team de 5 ne,paso.","replies":[{"poster":"Hnk Kenshiro","date":"2017-10-16T18:54:57.607+0000","up_votes":2,"down_votes":0,"body":"Yo no cumplí las 2 de conseguir X cantidad de oro y las del heraldo, por falta de tiempo.\n\nSolo voy a cumplir las que hagan falta para conseguir 6 misiones y sacar el orbe :p\n\nLuego chau.","replies":[]}]},{"poster":"Galiers","date":"2017-10-16T18:53:13.873+0000","up_votes":2,"down_votes":0,"body":"> [{quoted}](name=Ðon Quijote,realm=LAS,application-id=v7qsfXsE,discussion-id=pAhqiYOH,comment-id=0000,timestamp=2017-10-16T18:45:15.552+0000)\n>\n> Y a usar un icono.\n> \n> Son los dos puntos que no le agradan a nadie :p\n\neso... pierdo mi perfil de Lux Elementalista por tener que usar icono de words\n\n {{sticker:sg-lux-2}}","replies":[]}]},{"poster":"SenpaiDeathx","date":"2017-10-16T19:05:11.906+0000","up_votes":2,"down_votes":2,"body":"supongo que es opcional el querer hacerla o no, pero desde siempre se ha intentado promocionar el juego en equipo o con amigos, desde eventos regionales hasta ahora con lo mas reciente que son las misiones :3\n\nCompañerismo Op ","replies":[]}]} |
{"poster":"Socktar","date":"2015-10-08T17:46:07.566+0000","title":"Midlaner sucht Team für Season 6","subforum":"Clans & Teams","up_votes":1,"down_votes":0,"body":"Hi, \r\n\r\naktuell befinde ich mich in plat5, da ich nach längerer Pause abgestiegen bin.\r\nNvm\r\nIch versuche mein bestes wieder nach oben zu gelangen.\r\nZudem suche ich ein Aaktives 5on5 Team um in Season 6 richtig durchzustarten\r\nFür nähere Fragen add me\r\n\r\nadd : Socktar","replies":[]} |
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{"response": {"status": "ok", "userTier": "developer", "total": 1, "content": {"id": "sport/2002/apr/29/rugbyunion.comment1", "type": "article", "sectionId": "sport", "sectionName": "Sport", "webPublicationDate": "2002-04-28T23:19:56Z", "webTitle": "Jenkins admits to 'devastation' as Llanelli experience pain of defeat", "webUrl": "https://www.theguardian.com/sport/2002/apr/29/rugbyunion.comment1", "apiUrl": "https://content.guardianapis.com/sport/2002/apr/29/rugbyunion.comment1", "fields": {"headline": "Jenkins admits to 'devastation' as Llanelli experience pain of defeat", "bodyText": "As the Llanelli supporters looked ahead to next month's Heineken Cup final with a stirring rendition of Bread of Heaven, Leicester were awarded a contentious penalty close to their own 10-metre line after yet another scrum collapsed in a heap. The Tigers' full-back Tim Stimpson ran 30 yards to claim the ball before his captain, Martin Johnson, could extricate himself from the tangle of bodies lying on the floor and order him to kick the ball for a line-out deep in Llanelli territory. There were less than two minutes remaining and Llanelli were leading 12-10. The Scarlets' loosehead prop Martyn Madden was penalised for collapsing a scrum and Stimpson seized the ball and the moment. He quietly stole an extra couple of metres, crucially as it turned out, though when Austin Healey tried to take the ball almost to the halfway line, the referee David McHugh noticed. Stimpson's kick had enough strength to land on the cross-bar, bounce on to the left-hand upright and, in slow motion, fall the wrong side as far as the Llanelli supporters massed behind the posts were concerned. \"I had to get in quickly when the final penalty was awarded because I knew Jonno had no faith in my distance kicking and would have ordered me to kick for the corner,\" said Stimpson. \"I knew it was just in my range but it was clear I would be on my own if I missed. It was a great feeling when the ball went over, but in truth we did not deserve the victory. Llanelli were ahead for most of the match and we stole it from them.\" Llanelli lost to Northampton in the 2000 Heineken Cup semi-final when Paul Grayson kicked a last-minute penalty and they were eliminated from last year's competition in the dying seconds of their pool match against Gloucester at Kingsholm when Elton Moncrieff's drop-goal only made it over the bar after ricocheting off the prop, Phil Booth. \"The feeling of devastation is hard,\" said the Llanelli coach Gareth Jenkins. \"This is the cruellest blow of all and I just cannot believe our lack of luck. I thought we had the game won: the clock was running down and I could not see how they were going to score the points they needed. The penalty decision was wrong: we did not collapse the scrum.\" Jenkins has been in the game long enough to be able to treat triumph and failure with equanimity but he looked a broken man as he reflected on a defeat which had looked increasingly unlikely the longer the game wore on. Though Llanelli's tactics were limited to the extent that they were at their best when they did not have the ball, they turned Leicester, not for the first time this season, into fumbling wrecks. Llanelli took a long time to emerge from their dressing room, with most of their players lost for words, and it was left for Madden to speak for them: \"We are gutted and it is the most emotionally down dressing room I have ever been in,\" he said. \"I feel especially bad because I conceded the penalty, but it was a bad decision because I did not collapse the scrum. Darren Garforth had spent the match with his hand on the floor and the referee got it wrong. I do not know how long it will take us to get over this.\" Llanelli are the Welsh-Scottish league leaders and they take on Pontypridd in the Principality Cup final next month, but Jenkins had long set his focus on the Heineken Cup. \"It is my burning ambition as a coach to win it,\" he said. Excluding their two routs of Calvisano, Llanelli have scored two tries in six Heineken Cup matches this season, preferring to constrict rather than construct. \"They are the best team we have played this campaign,\" said the Leicester rugby director Dean Richards, whose team is attempting to become the first to successfully retain the cup. Meanwhile, Jenkins is left to wonder whether his chance of Heineken Cup glory will come again. \u00b7 You've read the piece, now have your say. Email your comments, be as frank as you like, we can take it, to sport.editor@guardianunlimited.co.uk ."}, "isHosted": false, "pillarId": "pillar/sport", "pillarName": "Sport"}}} |
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{"poster":"AccforlowMMR","date":"2017-12-01T20:33:23.307+0000","title":"frage an wiener","subforum":"Allgemeiner Chat","up_votes":1,"down_votes":0,"body":"frage an wiener, hat hier wer einen A1 anschluss und kann mir sagen wie viel ms (ping) er hat? ich hab zb upc mit 40ms","replies":[{"poster":"Epic Melons","date":"2017-12-04T13:47:52.475+0000","up_votes":1,"down_votes":0,"body":"Also ich reite in Österreich immer auf meinem Kängeru zu meiner Arbeit in der Traffik.","replies":[]},{"poster":"Kartoffelking983","date":"2017-12-04T13:38:18.298+0000","up_votes":1,"down_votes":0,"body":"bei a1 hatte ich einen 90 ping bei upc 67 -.-","replies":[]},{"poster":"TecHnoSK","date":"2017-12-04T09:07:35.254+0000","up_votes":1,"down_votes":0,"body":"Komme aus lienz aber fahre morgen nach win wen DU helfe brauchst schribe mich an ps Yasuo man {{champion:157}}","replies":[]},{"poster":"LittIe Red Devil","date":"2017-12-01T23:58:22.616+0000","up_votes":1,"down_votes":0,"body":"ich hab im durchschnitt 25-32ms bei a1 und das bei lol über wlan ^^","replies":[{"poster":"BMW E39 525d","date":"2017-12-02T02:53:02.609+0000","up_votes":1,"down_votes":0,"body":"WLAN ist kein genereller Nachteil. Meistens sind noch 2-4 andere im WLAN bzw iwelchen Smartpohnes ziehen updates.","replies":[{"poster":"LittIe Red Devil","date":"2017-12-02T17:05:02.804+0000","up_votes":1,"down_votes":0,"body":"bei mir hängt nur mein handy und mein lapi dran. ach und meine nachbarin zieht auch über mein wlan und spart sich so ihren anschluß ^^ zahlen mein internet zusammen und ja sie spart sich so wie gesagt ihren anschluß samt gebühren indem sie mir einfach 10€ gibt im monat. dafür kann sie mein unbegrenzdes inet mitbenutzen wie sie will. wirkt sich aber nicht auf meinen ping aus. hmmm.... müsst sie mal fragen mit was sie alles dran hängt aussa lapi u. handy xD","replies":[]}]},{"poster":"AccforlowMMR","date":"2017-12-02T08:08:59.965+0000","up_votes":1,"down_votes":0,"body":"und das in wien stimmts?","replies":[{"poster":"LittIe Red Devil","date":"2017-12-02T17:02:22.750+0000","up_votes":1,"down_votes":0,"body":"hütteldorf wenn du´s genau wissen willst ^^ hab aber auch ne frische glassfaser bei mir verlegt bekommen vor 2 jahren xD","replies":[]}]}]}]} |
{"title":"モバＰ「恋文の秘術」","url":"http://blog.livedoor.jp/mode_ss/archives/52040074.html","time":"2017-03-23 13:30:15 UTC"} |
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{"title":"【ごちうさ】みさくらなんココア","url":"http://minnanohimatubushi.2chblog.jp/archives/1983578.html","time":"2017-09-27 12:02:50 UTC"} |
{"url": "https://bland.is/umraeda/mac-book-tolvur/30808346/?page=877", "date": "2014-08-23 17:52:56", "id": "30808346", "items": [{"text": "ég þoli ekki að skoða myndir í mac book tölvu en mér finnst bara svo gaman að glugga í gömlum myndum. Vitið þið um einhver góð myndaforrit til að hafa í tölvunni helst frí :) Þetta var svo auðvelt þegar ég var með windows tölvu nú þarf maður að velja myndina, fara inn í hana og fara svo út úr henni til að skoða þá næstu í windows var þetta bara ör sem maður klikkaði á til að skipta um mynd :)", "title": "mac book tölvur", "username": "spæja", "message_id": "30808346", "user_id": "27748", "response_to": null, "datetime": "2014-08-23 17:52:56", "datestring": "23. ágú. '14, kl: 17:52:56"}, {"response_to": "30808346", "username": "alboa", "message_id": "30808349", "user_id": "31118", "datetime": "2014-08-23 17:56:14", "datestring": "23. ágú. '14, kl: 17:56:14", "text": "Veldu bara slide show og þá þarftu ekki að fara svona á milli mynda."}, {"response_to": "30808349", "username": "spæja", "message_id": "30808352", "user_id": "27748", "datetime": "2014-08-23 17:57:37", "datestring": "23. ágú. '14, kl: 17:57:37", "text": "Finnst bara svo leiðinlegt að skoða slideshow vil ráða hvað ég skoða hverjaa mynd lengi :)"}, {"response_to": "30808352", "username": "alboa", "message_id": "30808354", "user_id": "31118", "datetime": "2014-08-23 17:59:10", "datestring": "23. ágú. '14, kl: 17:59:10", "text": "Er ennþá preview í macbook tölvum? Ég notaði það stundum líka (hægri smella og velja preview í stað photos (eða hvað forritið heitir núna))."}, {"response_to": "30808354", "username": "spæja", "message_id": "30808359", "user_id": "27748", "datetime": "2014-08-23 18:03:54", "datestring": "23. ágú. '14, kl: 18:03:54", "text": "Það er en þá þarf maður að velja eina mynd fara inn í hana og svo út úr henni og inn í hina. Þoli það nefnilega ekki sé allvega ekki ör þar sem ég get valið næstu mynd"}, {"response_to": "30808359", "username": "alboa", "message_id": "30808437", "user_id": "31118", "datetime": "2014-08-23 19:57:00", "datestring": "23. ágú. '14, kl: 19:57:00", "text": "En ef þú folderinn sem myndirnar eru í?"}, {"response_to": "30808346", "username": "choccoholic", "message_id": "30808397", "user_id": "60534", "datetime": "2014-08-23 19:01:46", "datestring": "23. ágú. '14, kl: 19:01:46", "text": "ég nota aperture. finnst það lang besta forritið."}, {"response_to": "30808397", "username": "Mainstream", "message_id": "30808460", "user_id": "110531", "datetime": "2014-08-23 20:31:08", "datestring": "23. ágú. '14, kl: 20:31:08", "text": "Þá hefurðu ekki prófað Lightroom :)"}, {"response_to": "30808460", "username": "choccoholic", "message_id": "30808486", "user_id": "60534", "datetime": "2014-08-23 20:58:08", "datestring": "23. ágú. '14, kl: 20:58:08", "text": "Mér finnst bara of mikið mál að færa allt yfir á milli forrita og auk þess finnst mér lightroom bara of dýrt (10 dollarar á mánuði allan tímann sem þú ert með forritið)."}, {"response_to": "30808346", "username": "nerdofnature", "message_id": "30808410", "user_id": "91627", "datetime": "2014-08-23 19:22:25", "datestring": "23. ágú. '14, kl: 19:22:25", "text": "Ég nota bara iPhoto."}, {"response_to": "30808346", "username": "ezzer", "message_id": "30808413", "user_id": "67045", "datetime": "2014-08-23 19:26:00", "datestring": "23. ágú. '14, kl: 19:26:00", "text": "Picasa.com er mjög sniðugt forrit fyrir myndir á tölvunni. Það finnur allar myndir sem eru á tölvunni og speglar þær yfir í mjög gott yfirlit"}, {"response_to": "30808346", "username": "Raw1", "message_id": "30808695", "user_id": "125748", "datetime": "2014-08-23 22:59:25", "datestring": "23. ágú. '14, kl: 22:59:25", "text": "Ef þú ýtir á spacebar kemur lítill preview gluggi sem dugar a.m.k. fyrir mig :)"}, {"response_to": "30808346", "username": "ingei", "message_id": "30808796", "user_id": "37689", "datetime": "2014-08-24 00:41:06", "datestring": "24. ágú. '14, kl: 00:41:06", "text": "Held það skoði enginn myndir í makka eins og þú lýsir ;) Það eru margar leiðir til að skoða myndir í makka án þess að klikka á hverja mynd fyrir sig og opna, meira að segja án þess að opna eitt einasta forrit. Hægt er t.d. að stækka iconin það mikið að maður sér myndina ágætlega, eða að velja efst í glugganum að skoða ekki skjalalistann sem icon eða lista heldur velja síðasta valmöguleikann... kallast sennilega flow-view. Þar dugar að skrolla eða nota örvatakka til að fara niður eftir skjalalistanum. Eða hafa myndirnar í lista, velja efstu og smella svo á spacebar og eftir það á niður-örvatakkann."}]} |
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{"_id":"A15339","titles":["An exposition vppon the Booke of the Canticles, otherwise called Schelomons Song. Published for the edification of the Church of God. By T.VV."],"author":["T. W. (Thomas Wilcox), 1549?-1608."],"place":"At London :","date":"Anno. 1585.","publisher":"Printed [by Robert Waldegrave] for Thomas Man,","notes":["T.VV. = Thomas Wilcox.","Printer's name from STC.","The first leaf and the last leaf are blank.","Reproduction of the original in the Henry E. Huntington Library and Art Gallery."],"editionDate":"1585","language":"eng","keywords":["Bible. -- O.T. -- Song of Solomon -- Commentaries -- Early works to 1800."]} |
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For detailed code usage\ndocumentation, see the Storybooks for each framework below.\n\n</PageDescription>\n\n## Documentation\n\n<Row className=\"resource-card-group\">\n<Column colLg={4} colMd={4} noGutterSm>\n <ResourceCard\n subTitle=\"React\"\n href=\"http://react.carbondesignsystem.com/?path=/story/dropdown--default\"\n >\n\n<MdxIcon name=\"react\" />\n\n </ResourceCard>\n</Column>\n<Column colLg={4} colMd={4} noGutterSm>\n <ResourceCard\n subTitle=\"Angular (Community)\"\n href=\"https://angular.carbondesignsystem.com/?path=/story/components-dropdown--basic\"\n >\n\n<MdxIcon name=\"angular\" />\n\n </ResourceCard>\n</Column>\n<Column colLg={4} colMd={4} noGutterSm>\n <ResourceCard\n subTitle=\"Vue (Community)\"\n href=\"http://vue.carbondesignsystem.com/?path=/story/components-cvdropdown--default\"\n >\n\n<MdxIcon name=\"vue\" />\n\n </ResourceCard>\n</Column>\n</Row>\n\n## Live demo\n\n<ComponentDemo\n components={[\n {\n id: 'default-dropdown',\n label: 'Default',\n },\n {\n id: 'combo-box',\n label: 'Combo box',\n },\n {\n id: 'multiselect',\n label: 'Multiselect',\n },\n {\n id: 'filter-multiselect',\n label: 'Filterable multiselect',\n },\n ]}\n scope={{ items }}>\n <ComponentVariant\n id=\"default-dropdown\"\n knobs={{\n Dropdown: ['light', 'disabled'],\n }}\n links={{\n React:\n 'https://react.carbondesignsystem.com/?path=/story/dropdown--default',\n Angular:\n 'https://angular.carbondesignsystem.com/?path=/story/components-dropdown--basic',\n Vue:\n 'http://vue.carbondesignsystem.com/?path=/story/components-cvdropdown--default',\n Vanilla: 'https://the-carbon-components.netlify.com/?nav=dropdown',\n }}>{`\n <Dropdown\n ariaLabel=\"Dropdown\"\n id=\"carbon-dropdown-example\"\n items={items}\n label=\"Dropdown menu options\"\n titleText=\"Dropdown title\"\n />\n `}</ComponentVariant>\n <ComponentVariant\n id=\"combo-box\"\n knobs={{\n ComboBox: ['light', 'disabled'],\n }}\n links={{\n React:\n 'https://react.carbondesignsystem.com/?path=/story/combobox--default',\n Angular:\n 'https://angular.carbondesignsystem.com/?path=/story/components-dropdown--basic',\n Vue:\n 'http://vue.carbondesignsystem.com/?path=/story/components-cvcombobox--default',\n Vanilla: 'https://the-carbon-components.netlify.com/?nav=dropdown',\n }}>{`\n <ComboBox\n ariaLabel=\"ComboBox\"\n id=\"carbon-combobox-example\"\n items={items}\n label=\"Combo box menu options\"\n titleText=\"Combo box title\"\n />\n `}</ComponentVariant>\n <ComponentVariant\n id=\"multiselect\"\n knobs={{\n MultiSelect: ['light', 'disabled'],\n }}\n links={{\n React:\n 'https://react.carbondesignsystem.com/?path=/story/multiselect--default',\n Angular:\n 'https://angular.carbondesignsystem.com/?path=/story/components-dropdown--basic',\n Vue:\n 'http://vue.carbondesignsystem.com/?path=/story/components-cvmultiselect--default',\n Vanilla: 'https://the-carbon-components.netlify.com/?nav=dropdown',\n }}>{`\n <MultiSelect\n ariaLabel=\"MultiSelect\"\n id=\"carbon-multiselect-example\"\n items={items}\n label=\"Multiselect menu options\"\n titleText=\"Multiselect title\"\n />\n `}</ComponentVariant>\n <ComponentVariant\n id=\"filter-multiselect\"\n links={{\n React:\n 'https://react.carbondesignsystem.com/?path=/story/multiselect--filterable',\n Angular:\n 'https://angular.carbondesignsystem.com/?path=/story/components-dropdown--basic',\n Vue:\n 'http://vue.carbondesignsystem.com/?path=/story/components-cvmultiselect--user-filter-and-or-highlight',\n Vanilla: 'https://the-carbon-components.netlify.com/?nav=dropdown',\n }}>{`\n <MultiSelect.Filterable\n ariaLabel=\"Filterable MultiSelect\"\n id=\"carbon--filterable-multiselect-example\"\n items={items}\n label=\"Filterable multiselect options\"\n titleText=\"Filterable multiselect title\"\n />\n `}</ComponentVariant>\n</ComponentDemo>\n\n## Sample data\n\n```javascript\nconst items = [\n {\n id: 'option-1',\n label: 'Option 1',\n },\n {\n id: 'option-2',\n label: 'Option 2',\n },\n {\n id: 'option-3',\n label: 'Option 3',\n },\n {\n id: 'option-4',\n label: 'Option 4',\n },\n];\n```\n","fileAbsolutePath":"/Users/jvernon/Documents/Design System/carbon/carbon-website/src/pages/components/dropdown/code.mdx"}}},"staticQueryHashes":["1364590287","2102389209","2102389209","2456312558","2746626797","2746626797","3018647132","3018647132","3037994772","3037994772","63531786","63531786","768070550"]} |
{
"name": "cloudformation-graph",
"version": "1.2.0",
"description": "Generate dot files for GraphViz from an AWS CloudFormation template.",
"main": "index.js",
"directories": {
"test": "test"
},
"scripts": {
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},
"repository": {
"type": "git",
"url": "https://github.com/trek10inc/cloudformation-graph"
},
"author": "Trek10",
"license": "SEE LICENSE IN LICENSE.txt",
"dependencies": {
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"is-valid-json": "^1.0.2",
"js-yaml": "^3.12.0",
"lodash": "^4.17.10"
},
"bin": {
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"cfn-graph": "./bin/cfn-graph",
"cfg": "./bin/cfn-graph"
}
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[{
"label": "El Granjeno", "lat": 19.962118, "lng": -100.611561
},{
"label": "Ejido de Pomas (Poblado de Dolores)", "lat": 19.835259, "lng": -100.443764
},{
"label": "Huajumbarito", "lat": 19.869046, "lng": -100.595792
},{
"label": "Tenerías", "lat": 19.840348, "lng": -100.322751
},{
"label": "El Salto (La Hacienda)", "lat": 19.970986, "lng": -100.454215
},{
"label": "Santa Mónica", "lat": 19.904404, "lng": -100.580749
},{
"label": "Ex-Hacienda Santa Elena", "lat": 19.866014, "lng": -100.405218
},{
"label": "El Pedregal", "lat": 19.962478, "lng": -100.291794
},{
"label": "El Tejero", "lat": 19.876542, "lng": -100.389018
},{
"label": "Toluquilla", "lat": 19.877866, "lng": -100.260795
},{
"label": "La Hormiga", "lat": 19.882318, "lng": -100.305934
},{
"label": "Maravatío de Ocampo", "lat": 19.891674, "lng": -100.441667
},{
"label": "San Juan Guaracha", "lat": 19.901401, "lng": -100.418211
},{
"label": "Pueblo Nuevo", "lat": 19.966676, "lng": -100.530469
},{
"label": "La Cuenca", "lat": 19.90799, "lng": -100.386654
},{
"label": "Laguna Seca [Ejido Pozo de Tres Piedras]", "lat": 19.918434, "lng": -100.501084
},{
"label": "Las Mesas", "lat": 19.846333, "lng": -100.287668
},{
"label": "San Isidro", "lat": 19.952831, "lng": -100.547492
},{
"label": "El Salitre", "lat": 19.900843, "lng": -100.399829
},{
"label": "Tungareo", "lat": 19.908036, "lng": -100.366405
},{
"label": "Cliserio Villafuerte el Chico", "lat": 19.841906, "lng": -100.53159
},{
"label": "Apeo", "lat": 19.887268, "lng": -100.344004
},{
"label": "Huaraqueo", "lat": 19.918833, "lng": -100.562919
},{
"label": "San Juanito", "lat": 19.930774, "lng": -100.413946
},{
"label": "Loma de San Miguel", "lat": 19.92568, "lng": -100.473436
},{
"label": "El Botín", "lat": 19.982455, "lng": -100.317967
},{
"label": "San Lorenzo", "lat": 19.954624, "lng": -100.438435
},{
"label": "El Zapote (Palo Seco)", "lat": 19.848019, "lng": -100.385891
},{
"label": "El Aguaje (Cuartel Aguaje)", "lat": 19.880302, "lng": -100.273724
},{
"label": "El Jagüey", "lat": 19.822667, "lng": -100.337636
},{
"label": "Cuartel Quinto", "lat": 19.885035, "lng": -100.475353
},{
"label": "Ninguno", "lat": 19.894383, "lng": -100.41919
},{
"label": "Las Cajas", "lat": 19.893056, "lng": -100.410833
},{
"label": "Las Joyas", "lat": 19.812126, "lng": -100.325342
},{
"label": "Jesús del Monte", "lat": 19.810833, "lng": -100.539722
},{
"label": "Santa Rosa", "lat": 19.859827, "lng": -100.451627
},{
"label": "El Zopilote", "lat": 19.844687, "lng": -100.481319
},{
"label": "Campo Hermoso", "lat": 19.843424, "lng": -100.405113
},{
"label": "San Ramón", "lat": 19.901336, "lng": -100.261166
},{
"label": "Los Cachorros", "lat": 19.85513, "lng": -100.476605
},{
"label": "San Nicolasito", "lat": 19.924794, "lng": -100.375885
},{
"label": "Santa Ana (Cuartel Segundo)", "lat": 19.860589, "lng": -100.244012
},{
"label": "Yurécuaro (San Juan Yurécuaro)", "lat": 19.929995, "lng": -100.427315
},{
"label": "La Tuna Mansa", "lat": 19.946389, "lng": -100.606944
},{
"label": "Bordo Nuevo", "lat": 19.844462, "lng": -100.501928
},{
"label": "Lomas de Maruati [Fraccionamiento]", "lat": 19.928051, "lng": -100.445123
},{
"label": "Casa Blanca", "lat": 19.863621, "lng": -100.447701
},{
"label": "Ninguno [Kilómetro Cuatro]", "lat": 19.926934, "lng": -100.474042
},{
"label": "Cliserio Villafuerte el Grande", "lat": 19.833682, "lng": -100.554617
},{
"label": "El Colorado", "lat": 19.890087, "lng": -100.248752
},{
"label": "Santo Niño (Santa Ana)", "lat": 19.860396, "lng": -100.254847
},{
"label": "Loma de Huaracha", "lat": 19.920223, "lng": -100.465306
},{
"label": "San Isidrito", "lat": 19.961115, "lng": -100.363787
},{
"label": "Santa Rita", "lat": 19.872499, "lng": -100.495955
},{
"label": "Sianca", "lat": 19.890649, "lng": -100.582476
},{
"label": "San Juan Buenavista", "lat": 19.939826, "lng": -100.536785
},{
"label": "Estancia de Paquisihuato", "lat": 19.941014, "lng": -100.322708
},{
"label": "San Cristóbal de las Piedras", "lat": 19.899495, "lng": -100.438019
},{
"label": "El Puerto", "lat": 19.862853, "lng": -100.318112
},{
"label": "Santa Cruz (Rancho Viejo)", "lat": 19.908565, "lng": -100.470144
},{
"label": "El Moral", "lat": 19.955222, "lng": -100.502777
},{
"label": "Corral Blanco", "lat": 19.863747, "lng": -100.401432
},{
"label": "San José del Rodeo", "lat": 19.910585, "lng": -100.529361
},{
"label": "El Fresnito", "lat": 19.952987, "lng": -100.347899
},{
"label": "Colonia General Felipe Ángeles", "lat": 19.885919, "lng": -100.2417
},{
"label": "Los Olivos", "lat": 19.914523, "lng": -100.481263
},{
"label": "El Gigantito", "lat": 19.963834, "lng": -100.44705
},{
"label": "Ejido Jesús del Monte", "lat": 19.820354, "lng": -100.499591
},{
"label": "Peña Blanca", "lat": 19.963589, "lng": -100.398323
},{
"label": "San Miguel Curinhuato", "lat": 19.989293, "lng": -100.589309
},{
"label": "Valle Dorado [Colonia]", "lat": 19.884713, "lng": -100.416156
},{
"label": "La Coyota", "lat": 19.883341, "lng": -100.329031
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"label": "Yurécuaro [Colonia]", "lat": 19.922359, "lng": -100.430409
},{
"label": "Los Pérez (Paso de Sagud)", "lat": 19.874393, "lng": -100.576216
},{
"label": "Cerrito de la Cruz", "lat": 19.942036, "lng": -100.548343
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"label": "El Chupadero (San Miguel Chupadero)", "lat": 19.971086, "lng": -100.42407
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"label": "Loma del Gallo", "lat": 19.959911, "lng": -100.532332
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"label": "El Tejocote (Presa Quebrada)", "lat": 19.857583, "lng": -100.304219
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"label": "Pomoquita", "lat": 19.887596, "lng": -100.366417
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"label": "Plan de Agua Bendita", "lat": 19.900249, "lng": -100.431948
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"label": "Palomas (La Presita)", "lat": 19.981598, "lng": -100.347409
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"label": "Huanimoro", "lat": 19.901964, "lng": -100.502024
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"label": "La Nopalera", "lat": 19.827369, "lng": -100.35609
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"label": "Colonia Guadalupe", "lat": 19.971949, "lng": -100.428373
},{
"label": "Las Pomas [Congregación]", "lat": 19.813109, "lng": -100.428882
},{
"label": "Cebadillas", "lat": 19.832901, "lng": -100.490196
},{
"label": "Barrio de San Miguel", "lat": 19.943644, "lng": -100.542214
},{
"label": "Cebadillas Primeras", "lat": 19.838611, "lng": -100.244413
},{
"label": "Agua Rosada", "lat": 19.835861, "lng": -100.559969
},{
"label": "El Bordo (Los Carrillos)", "lat": 19.856965, "lng": -100.365749
},{
"label": "Santiago Puriatzícuaro", "lat": 19.884037, "lng": -100.588888
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"label": "El Saucillo Primero", "lat": 19.924787, "lng": -100.536125
},{
"label": "Tziritzícuaro (Nativitas)", "lat": 19.957754, "lng": -100.458249
},{
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{"poster":"Rawwo","date":"2017-05-20T09:25:26.691+0000","title":"Project: Diamond-Turnierteam","subforum":"Clans & Teams","up_votes":5,"down_votes":3,"body":"Hey Leute,\n\nErstmal sorry für den Wall of Text, aber ich empfinde diesen als nötig, um euch die Situation möglichst gut zu beschreiben.\nDaher erwarte ich auch, dass dieser Text durchgelesen wird.\nAlso Ich bin hier auf der Suche nach neuen Teammitgliedern um ein starkes Turnierteam auf Diamantniveau zu formen, da mein altes Team soeben aus privaten Gründen leider zerbrochen ist. Ich suche daher sehr ambitionierte LoL-Spieler die sehr, sehr viel Spaß am Spiel haben und auch bereit sind viel Zeit für dieses Spiel und explizit dieses Team zu opfern. \n\n_Nun kommen wir aber erst einmal zu meiner Person:_\n\nMein Name ist Raphael, ich bin 20 Jahre alt und Mathematikstudent aus Freiburg. Ich habe eigentlich jeden Tag Abends Zeit und möchte da auch möglichst viel trainieren. Ich bin nun seit Season 2 ADC Main, habe die guten und die schlechten Zeiten als ADC durchgemacht und bin durch jede Meta gegangen, daher spiele ich auch jeden ADC. In Teams spiele ich auch bereits seit Season 1/2 und bringe daher sehr viel Erfahrung mit, was das angeht. Ich komme grade von einem absoluten Spitzenteam, mit super Jungs... doch leider hat das Reallife uns getrennt. Ich hoffe nun einfach, dass ich wieder so ambitionierte und tolle Teammates finde, daher versuche ich jetzt dieses Team aufzubauen.\n\n_Was erwarte ich von Bewerbern?_\n\nZunächst einmal ist mir eure Persönlichkeit natürlich sehr wichtig. Ihr solltet nicht toxic sein (Niemals!) und solltet natürlich auch nicht jedes Game ff'n wollen, es sollte also ein gewisser Siegeswille vorhanden sein. Weiterhin solltet ihr Discord (free) und ein Headset mit akzeptabler Qualität besitzen und eine brauchbare Internetverbindung haben. Des weiteren müsst ihr mindestens 16+ sein, da wir ansonsten manche Turniere nicht einmal spielen dürfen. Nun zu euch Ingame: Ich erwarte Diamantelo in Solo-/Duoqueue und mindestens Platin 1 in Flexqueue, sonst könnten wir nicht einmal zusammen spielen... wäre problematisch. Ihr solltet außerdem einen angenehmen Championpool besitzen und euch der Meta anpassen können. Ich will keine One Trick Ponies. Außerdem solltet ihr natürlich viel Zeit mitbringen, da ich ca. 3-4 mal die Woche für ~3 Stunden trainieren möchte. \n\n_Zu den Zielen:_\n\nJedes Team hat natürlich Ziele. Die Ziele dieses Teams sollten erst einmal ganz klar sein. Dieses Team soll ein Flex-und Turnierteam sein und das Turnier mit der absolut höchsten Priorität für mich ist der Battlegroundscup. Der Battlegroundscup ist ein Cup der in drei einzelne "Schlachten" (Einzelne Turniere mit K.O.-System) gesplitted ist. Jede Schlacht streckt sich über mehrere Wochen und man spielt jede Woche (Samstags) nur ein einziges Spiel. Schlacht 1 und Schlacht 2 sind bereits vorbei und Schlacht 3 steht kurz vor der Türe. In den beiden ersten Schlachten konnte ich mit meinem alten Team extrem gut abschneiden und so sind wir in einer Gesamtliste aktuell Platz 4 von 1200 Teams. Die Top 16 der Gesamtliste werden zu einem finalen Turnier eingeladen und das ist unser Ziel mit diesem Team was ich hier gründen möchte, da ich das Battlegroundsteam weiterhin besitze. Also suche ich Leute mit denen ich mir diesen Traum erfüllen kann und mit welchen ich dieses letzte Turnier des Battlegroundcups beschreiten kann. Weiterhin sollte natürlich gesagt sein, dass dies nicht allgemein unser letztes Turnier sein wird, es gibt natürlich noch viele weitere und ich strebe weitere Turniersiege an. Das Paswort lautet übrigens: ADCop, wenn ihr Interesse habt solltet ihr mich mit dem Passwort anschreiben, sodass ich mich vergewissern kann, dass ihr euch auch extra diesen Wall of Text angetan habt. Danke für eure Zeit.\n\n\nWenn Ihr nun noch Interesse an dem Team habt, meldet euch doch liebend gerne direkt unter diesem Beitrag oder addet mich doch einfach Ingame.\n\n{{sticker:slayer-pantheon-thumbs}} \n\n\nMfG Akumuru","replies":[{"poster":"Rawwo","date":"2017-05-21T08:59:53.925+0000","up_votes":2,"down_votes":0,"body":"Ich suche weiterhin noch nach allem. Meldet euch! :)","replies":[]},{"poster":"Rawwo","date":"2017-05-25T16:49:41.406+0000","up_votes":1,"down_votes":0,"body":"push","replies":[]},{"poster":"Rawwo","date":"2017-05-22T19:41:15.537+0000","up_votes":1,"down_votes":0,"body":"push!","replies":[]},{"poster":"Rawwo","date":"2017-05-22T08:46:06.803+0000","up_votes":1,"down_votes":0,"body":"push","replies":[]},{"poster":"TPB ViktorAkula","date":"2017-05-21T15:27:43.994+0000","up_votes":1,"down_votes":0,"body":"Hey, habe mir gerade alles durchgelesen und habe sehr interesse. Ich heiße Viktor bin über 16 jahre alt und spiele dia 5, meine position ist mitte. und alle obenstehende kriterien z.b mit der Zeit erfülle ich auch","replies":[]},{"poster":"AueS Captain","date":"2017-05-21T14:38:20.754+0000","up_votes":1,"down_votes":0,"body":"Hey, hätte interesse aber bin im moment plat 4 in soloq und dia 5 (aber am climben) in soloq\n\nKönnen ja mal reden wenn du magst :)\n\nLG Lukas","replies":[]}]} |
{"forum_title": "RÖFL", "id": "28759", "title": "toyota corolla H/B á kroknum", "url": "http://www.live2cruize.com/spjall/showthread.php/28759-toyota-corolla-H-B-á-kroknum", "posts": [{"user_name": "bmwpowhaa", "text": "já ég er að reina að fynna eigandann sem á græna corollu, veit ekki hvort þetta sé 13 eða 16 en þetta er allavega h/b og er 5 dyra og ég sá ekki nr á bílnum því ég var ekki svo nálægt en mér langar til þess að fá að móta einn sílsan hjá honum.. mér síndist hann vera með eins sílsa og er á hvíta mínum.\n\r\nég á ekki myndir af hvíta mínum þegar hann var með þetta allt heilt þannig að ég fæ að smella þessari herna.", "date": "2007-07-29 12:46:00", "post_id": 1}, {"user_name": "Andriii", "text": "1600 bíll var oft á rúntinum í bænum", "date": "2007-07-29 12:50:00", "post_id": 2}, {"user_name": "bmwpowhaa", "text": "og já allar upplisingar vél þegnar", "date": "2007-07-29 13:01:00", "post_id": 3}, {"user_name": "Twincam", "text": "get selt þér 2 svona sílsa splunkunýja og ónotaða á 15.000kr ... og þeir eru úr plasti, ekki trefjaplasti... \n\r\nÞeir sem ég á eru 189.5cm langir", "date": "2007-07-29 15:21:00", "post_id": 4}, {"user_name": "phoenix", "text": "<<<icon_biggrin.gif>>>", "date": "2007-07-29 23:12:00", "post_id": 5}, {"user_name": "Don_Vito", "text": "ég er með toyota corolla lifteback 94 til sölu í varahluti ónýtur mótor", "date": "2007-07-29 23:16:00", "post_id": 6}, {"user_name": "bmwpowhaa", "text": "áttu mynd?", "date": "2007-07-30 09:59:00", "post_id": 7}, {"user_name": "Hörður Aðils", "text": "Ómar, með þessu áframhaldi þá verður þú verri en Kobbi á Árbakka <<<icon_lol.gif>>>", "date": "2007-07-30 11:04:00", "post_id": 8}, {"user_name": "ingvarp", "text": "þessi rolla hjá Don_Vito er allt í lagi, þægilegt að sitja í henni og það er topplúga <<<icon_cool.gif>>>", "date": "2007-07-30 11:43:00", "post_id": 9}, {"user_name": "bmwpowhaa", "text": "hehe :P gamann að eiga helling af bílum <<<icon_biggrin.gif>>> nei sko ég er búinn að vera að hugsa og ætla ég að reina að láta þann draum rætast að kaupa aðra liftback rollu og breita henni :wink: og bara enþá betra ef það er topplúga á henni <<<icon_cool.gif>>>", "date": "2007-07-30 12:25:00", "post_id": 10}], "file_urls": ["http://live2cruize.com/spjall/images/smilies/icon_biggrin.gif", "http://live2cruize.com/spjall/images/smilies/icon_lol.gif", "http://live2cruize.com/spjall/images/smilies/icon_cool.gif", "http://live2cruize.com/spjall/images/smilies/icon_biggrin.gif", "http://live2cruize.com/spjall/images/smilies/icon_cool.gif"], "date": "2007-07-29 12:46:00", "files": [{"url": "http://live2cruize.com/spjall/images/smilies/icon_biggrin.gif", "path": "full/24620e8136e134c2ee38603a088528683844d88a.gif", "checksum": "f970a6591668c625e4b9dbd3b7a450d7"}, {"url": "http://live2cruize.com/spjall/images/smilies/icon_lol.gif", "path": "full/fa705ed47e899453195f9b57838cc55ca8fdd97f.gif", "checksum": "b76e7729d43c4a49182d020741285bef"}, {"url": "http://live2cruize.com/spjall/images/smilies/icon_cool.gif", "path": "full/268b6de7ac68d94c2755e424eca1572f6620d521.gif", "checksum": "25c83ea511f206e88f214719dad9c88c"}, {"url": "http://live2cruize.com/spjall/images/smilies/icon_biggrin.gif", "path": "full/24620e8136e134c2ee38603a088528683844d88a.gif", "checksum": "f970a6591668c625e4b9dbd3b7a450d7"}, {"url": "http://live2cruize.com/spjall/images/smilies/icon_cool.gif", "path": "full/268b6de7ac68d94c2755e424eca1572f6620d521.gif", "checksum": "25c83ea511f206e88f214719dad9c88c"}]} |
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{
"name": "lazyload",
"version": "1.9.0",
"engines": {
"node": ">= 0.8.0"
},
"repository": {
"type": "git",
"url": "git@github.com:tuupola/jquery_lazyload.git"
},
"author": "Mika Tuupola <tuupola@appelsiini.net>",
"scripts": {
"test": "grunt test"
},
"devDependencies": {
"grunt": "~0.4.1",
"grunt-contrib-jshint": "~0.6.4",
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{"pmid":32414981,"title":"Could vets manage Covid-19 better?","text":["Could vets manage Covid-19 better?","Vet Rec","Logue, David N","32414981"],"journal":"Vet Rec","authors":["Logue, David N"],"date":"2020-05-17T11:00:00Z","year":2020,"_id":"32414981","source":"PubMed","week":"202020|May 11 - May 17","doi":"10.1136/vr.m1894","weight":0,"_version_":1666991242710351874,"score":9.490897,"similar":[]} |
{
"collections": [
"Men in Pain"
],
"description": "The mail is late for the last time. Beautiful Aiden starr brings her vicous personality and gorgeous tits to the mail room to get to the bottom of things.\nSz is new, but not new to sucking up to the boss. When she beats his ass with a heavy wooden paddle, it looks like he is going to loose it. But, the anticipation of the beautiful dominatrix banging his ass with her strap-on keeps him in the game long enough to satisfy the hot, demanding bitch.",
"directors": [
{
"name": "James Mogul",
"person_id": 53
}
],
"models": [
{
"name": "Aiden Starr",
"person_id": 11489
},
{
"name": "Sz",
"person_id": 17401
}
],
"release_date": "2013-08-12",
"scene_id": 6033,
"tags": [
"Athletic",
"BDSM",
"black hair",
"Blonde",
"Bondage",
"bottom",
"CBT",
"Corporal Punishment",
"Dominatrix",
"Facesitting",
"fake boobs",
"Femdom",
"Fingering",
"Humiliation",
"Latin",
"Male Sub",
"Orgasm Denial",
"Paddle",
"Pegging",
"Pussy Eating",
"shaved",
"Slave",
"slim",
"Straight",
"Strap On",
"Tattoo",
"white"
],
"title": "Mean Bitch"
} |
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{"paper": {"title": "Dropout with Expectation-linear Regularization", "authors": ["Xuezhe Ma", "Yingkai Gao", "Zhiting Hu", "Yaoliang Yu", "Yuntian Deng", "Eduard Hovy"], "authorids": ["xuezhem@cs.cmu.edu", "yingkaig@cs.cmu.edu", "zhitinghu@cs.cmu.edu", "yaoliang@cs.cmu.edu", "dengyuntian@gmail.com", "hovy@cmu.edu"], "summary": "", "abstract": "Dropout, a simple and effective way to train deep neural networks, has led to a number of impressive empirical successes and spawned many recent theoretical investigations. However, the gap between dropout\u2019s training and inference phases, introduced due to tractability considerations, has largely remained under-appreciated. In this work, we first formulate dropout as a tractable approximation of some latent variable model, leading to a clean view of parameter sharing and enabling further theoretical analysis. Then, we introduce (approximate) expectation-linear dropout neural networks, whose inference gap we are able to formally characterize. Algorithmically, we show that our proposed measure of the inference gap can be used to regularize the standard dropout training objective, resulting in an explicit control of the gap. Our method is as simple and efficient as standard dropout. We further prove the upper bounds on the loss in accuracy due to expectation-linearization, describe classes of input distributions that expectation-linearize easily. Experiments on three image classification benchmark datasets demonstrate that reducing the inference gap can indeed improve the performance consistently.", "keywords": ["Theory", "Deep learning", "Supervised Learning"]}, "meta": {"decision": "Accept (Poster)", "comment": "This paper presents a theoretical underpinning of dropout, and uses this derivation to both characterize its properties and to extend the method. A solid contribution. I am surprised that none of the reviewers mentioned that this work is closely related to the uncited 2015 paper \"Variational Dropout and the Local Reparameterization Trick\" by Diederik P. Kingma, Tim Salimans, Max Welling."}, "review": {"H11DC1UHe": {"type": "rebuttal", "replyto": "rkGabzZgl", "comment": "We made the following revisions:\n\n1. We switched the section 6.3 and 6.4 to make the paper more clear.\n\n2. We added the definition of MC dropout on page 8.\n\n3. We fixed all the typos in the three reviewers' comments.", "title": "Revision of the paper"}, "SJA27Q9Ne": {"type": "rebuttal", "replyto": "S1SwhMcEx", "comment": "Thanks so much for your review.\nFor the typos you pointed out, we will revise this paper soon to fix them.\nFor the comment about evaluation on small scale benchmark problems (same comment also mentioned by Review 3), we leave the evaluation of the regularizer on large scale tasks and more complex networks (such as RNNs) to one of future work.", "title": "Response to Reviewer 1"}, "Skl8IsQVe": {"type": "rebuttal", "replyto": "B1WHbQQNe", "comment": "Thanks so much for your review.\n\nYes, currently our LVM framework is only applicable to probabilistic models. But our regularizer can be applied to general deep networks.\nIt is an interesting direction for future work to development more general framework which is capable to analyze dropout on general deep networks.\n\nFor the comparison of performance between MC and standard dropout, the MC dropout did achieve better results on CIFAR.\nSo the statement of Page 9 should be only on MNIST. We will revise the paper to make it clearer.\n\nWe really appreciate your comments about typos and issues of writing. We will fix them.", "title": "Response to Reviewer2"}, "rkBthtXEe": {"type": "rebuttal", "replyto": "S153C5-Ve", "comment": "Thanks so much for your review.\n\nYes, in this paper, we evaluated the proposed regularization method on small scale benchmark problems.\nEvaluating the regularizer on large scale tasks and more complex networks (such as RNNs) is clearly one \nof potential directions for future work.\n", "title": "Response to reviewer3"}, "SyQRmuJml": {"type": "rebuttal", "replyto": "BkerWD1me", "comment": "- \\eta, which is defined in Eq (21), is the parameter of the last layer (softmax layer) of the network.\n\n- As mentioned in Section 5.2, the second term (lambda term) at the RHS of Eq (15) can be regarded as a regularization term, similar to other commonly used regularization terms like L-2 norm or Lasso. When lambda=0, the loss function is exactly the same as log-likelihood. This regularizer pushes the model towards expectation-linearity, and lambda controls the strength of it. In Eq (22), lambda is reflected by \\delta, with lambda=0 corresponding to \\delta=\\infty.\n\n- Table 1 contains results of both MNIST and CIFAR (first 6 rows are for MNIST, 7th row is for CIFAR-10 and 8th row is for CIFAR-100).\nFig 1 is consistent with Table 1 (NOT Table 2). The architectures in Table 1 and Fig 1 are the same. \nBut Table 2 are for the experiments comparing with Dropout Distillation (Bul\u00f2 et al., 2016). So the architectures used in Table 2 are the same as those in (Bul\u00f2 et al., 2016). We really appreciate your comments for the confusing part of this paper. We will revise this part (maybe it is better to switch Section 6.3 and 6.4 so that Fig 1 would be before Table 2).\n\n- Following previous works, for each data set, we randomly select 10,000 images as the validation set. All the hyper-parameters are tuned on the validation set. When they are fixed, we train the final model with all the training data, including the validation data.", "title": "Re:Question"}, "BkerWD1me": {"type": "review", "replyto": "rkGabzZgl", "review": " - In Theorem 5, what is the variable \\eta ?\n\nFrom Eq 22, it seems that lambda=0 is essentially the same as log-likelihood training in your latent variable network model. This should therefore be nearly equivalent to standard dropout according to the arguments you present.\n\nNow comparing the results of Table 1&2 and Fig. 1:\n - for lambda=0 (which I assume corresponds to the leftmost points in every graph of Fig. 1) are consistent for Mnist.\n - However for Cifar, the results seem better in Table 2 (11.18, 35.5 for standard and 10.86, 35.10 for EL) than in Fig.1 (12.8, 37.2 for normal and 12.2, 36.3).\n\nYou indicate at the page before that you used the same networks as Table 1 (but table 1 only concerns Mnist). Did you use the same networks as Table 2 for the Cifar graphs in Fig 1 ? If so, how would you account for the small but statistically significant difference ?\n\nAdditionally, how was lambda selected for the results in table 1 and 2 ?summary\n\nThe paper explains dropout with a latent variable model where the dropout variable (0 or 1 depending on which units should be dropped) is not observed and is accordingly marginalised. Maximum likelihood under this model is not tractable but standard dropout then corresponds to a simple Monte Carlo approximation of ML for this model.\n\nThe paper then introduces a theoretical framework for analysing the discrepancy (called inference gap) between the model at training (model ensemble, or here the latent variable model), and the model at testing (where usually what should be an expectation over the activations over many models becomes the activation of one model with averaged weights).\nThis framework introduces several notions (e.g. expectation linearity) which allow the study of which transition functions (and more generally layers) can have a small inference gap. Theorem 3 gives a bound on the inference gap.\n\nFinally a new regularisation term is introduced to account for minimisation of the inference gap during learning.\n\nExperiments are performed on MNIST, CIFAR-10 and CIFAR-100 and show that the method has the potential to perform better than standard dropout and at the level of Monte Carlo Dropout (the standard method to compute the real dropout outputs consistently with the training assumption of an ensemble, of course quite expensive computationally)\n\n\nThe study gives a very interesting theoretical model for dropout as a latent variable model where standard dropout is then a monte carlo approximation. This is very probably widely applicable to further studies of dropout.\n\nThe framework for the study of the inference gap is interesting although maybe somewhat less widely applicable.\n\nThe proposed model is convincing although 1. it is tested on simple datasets 2. the gains are relatively small and 3. there is an increased computational cost during training because a new hyper-parameter is introduced.\n\np6 line 8 typo: expecatation", "title": "precisions on the details", "rating": "8: Top 50% of accepted papers, clear accept", "confidence": "3: The reviewer is fairly confident that the evaluation is correct"}, "S1SwhMcEx": {"type": "review", "replyto": "rkGabzZgl", "review": " - In Theorem 5, what is the variable \\eta ?\n\nFrom Eq 22, it seems that lambda=0 is essentially the same as log-likelihood training in your latent variable network model. This should therefore be nearly equivalent to standard dropout according to the arguments you present.\n\nNow comparing the results of Table 1&2 and Fig. 1:\n - for lambda=0 (which I assume corresponds to the leftmost points in every graph of Fig. 1) are consistent for Mnist.\n - However for Cifar, the results seem better in Table 2 (11.18, 35.5 for standard and 10.86, 35.10 for EL) than in Fig.1 (12.8, 37.2 for normal and 12.2, 36.3).\n\nYou indicate at the page before that you used the same networks as Table 1 (but table 1 only concerns Mnist). Did you use the same networks as Table 2 for the Cifar graphs in Fig 1 ? If so, how would you account for the small but statistically significant difference ?\n\nAdditionally, how was lambda selected for the results in table 1 and 2 ?summary\n\nThe paper explains dropout with a latent variable model where the dropout variable (0 or 1 depending on which units should be dropped) is not observed and is accordingly marginalised. Maximum likelihood under this model is not tractable but standard dropout then corresponds to a simple Monte Carlo approximation of ML for this model.\n\nThe paper then introduces a theoretical framework for analysing the discrepancy (called inference gap) between the model at training (model ensemble, or here the latent variable model), and the model at testing (where usually what should be an expectation over the activations over many models becomes the activation of one model with averaged weights).\nThis framework introduces several notions (e.g. expectation linearity) which allow the study of which transition functions (and more generally layers) can have a small inference gap. Theorem 3 gives a bound on the inference gap.\n\nFinally a new regularisation term is introduced to account for minimisation of the inference gap during learning.\n\nExperiments are performed on MNIST, CIFAR-10 and CIFAR-100 and show that the method has the potential to perform better than standard dropout and at the level of Monte Carlo Dropout (the standard method to compute the real dropout outputs consistently with the training assumption of an ensemble, of course quite expensive computationally)\n\n\nThe study gives a very interesting theoretical model for dropout as a latent variable model where standard dropout is then a monte carlo approximation. This is very probably widely applicable to further studies of dropout.\n\nThe framework for the study of the inference gap is interesting although maybe somewhat less widely applicable.\n\nThe proposed model is convincing although 1. it is tested on simple datasets 2. the gains are relatively small and 3. there is an increased computational cost during training because a new hyper-parameter is introduced.\n\np6 line 8 typo: expecatation", "title": "precisions on the details", "rating": "8: Top 50% of accepted papers, clear accept", "confidence": "3: The reviewer is fairly confident that the evaluation is correct"}}} |
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{"notes": [{"id": "HJxyAjRcFX", "original": "rygOhrv5Km", "number": 855, "cdate": 1538087878657, "ddate": null, "tcdate": 1538087878657, "tmdate": 1550840936385, "tddate": null, "forum": "HJxyAjRcFX", "replyto": null, "invitation": "ICLR.cc/2019/Conference/-/Blind_Submission", "content": {"title": "Harmonizing Maximum Likelihood with GANs for Multimodal Conditional Generation", "abstract": "Recent advances in conditional image generation tasks, such as image-to-image translation and image inpainting, are largely accounted to the success of conditional GAN models, which are often optimized by the joint use of the GAN loss with the reconstruction loss. However, we reveal that this training recipe shared by almost all existing methods causes one critical side effect: lack of diversity in output samples. In order to accomplish both training stability and multimodal output generation, we propose novel training schemes with a new set of losses named moment reconstruction losses that simply replace the reconstruction loss. We show that our approach is applicable to any conditional generation tasks by performing thorough experiments on image-to-image translation, super-resolution and image inpainting using Cityscapes and CelebA dataset. Quantitative evaluations also confirm that our methods achieve a great diversity in outputs while retaining or even improving the visual fidelity of generated samples.", "keywords": ["conditional GANs", "conditional image generation", "multimodal generation", "reconstruction loss", "maximum likelihood estimation", "moment matching"], "authorids": ["soochan.lee@vision.snu.ac.kr", "kuc2477@gmail.com", "gunhee@snu.ac.kr"], "authors": ["Soochan Lee", "Junsoo Ha", "Gunhee Kim"], "TL;DR": "We prove that the mode collapse in conditional GANs is largely attributed to a mismatch between reconstruction loss and GAN loss and introduce a set of novel loss functions as alternatives for reconstruction loss.", "pdf": "/pdf/473a3a5d3a2eff94a55ca7dfedfd2f6682568082.pdf", "paperhash": "lee|harmonizing_maximum_likelihood_with_gans_for_multimodal_conditional_generation", "_bibtex": "@inproceedings{\nlee2018harmonizing,\ntitle={Harmonizing Maximum Likelihood with {GAN}s for Multimodal Conditional Generation},\nauthor={Soochan Lee and Junsoo Ha and Gunhee Kim},\nbooktitle={International Conference on Learning Representations},\nyear={2019},\nurl={https://openreview.net/forum?id=HJxyAjRcFX},\n}"}, "signatures": ["ICLR.cc/2019/Conference"], "readers": ["everyone"], "nonreaders": [], "writers": ["ICLR.cc/2019/Conference"], "details": {"replyCount": 12, "writable": false, "overwriting": [], "revisions": true, "tags": [], "invitation": {"id": "ICLR.cc/2019/Conference/-/Blind_Submission", "rdate": null, "ddate": null, "expdate": null, "duedate": 1538085600000, "tmdate": 1538142958393, "tddate": null, "super": null, "final": null, "reply": {"signatures": {"values": ["ICLR.cc/2019/Conference"]}, "forum": null, "readers": {"values": ["everyone"]}, "replyto": null, "content": {"authorids": {"values-regex": ".*"}, "authors": {"values": ["Anonymous"]}}, "writers": {"values": ["ICLR.cc/2019/Conference"]}}, "signatures": ["ICLR.cc/2019/Conference"], "readers": ["everyone"], "nonreaders": [], "invitees": ["~"], "noninvitees": [], "writers": ["ICLR.cc/2019/Conference"], "multiReply": null, "taskCompletionCount": null, "transform": null, "cdate": 1538142958393}}, "tauthor": "OpenReview.net"}, {"id": "HJea5S_F1E", "original": null, "number": 1, "cdate": 1544287636944, "ddate": null, "tcdate": 1544287636944, "tmdate": 1545354496831, "tddate": null, "forum": "HJxyAjRcFX", "replyto": "HJxyAjRcFX", "invitation": "ICLR.cc/2019/Conference/-/Paper855/Meta_Review", "content": {"metareview": "The paper presents new loss functions (which replace the reconstruction part) for the training of conditional GANs. Theoretical considerations and an empirical analysis show that the proposed loss can better handle multimodality of the target distribution than reconstruction based losses while being competitive in terms of image quality.", "confidence": "3: The area chair is somewhat confident", "recommendation": "Accept (Poster)", "title": "Intersting new loss function for cGANs"}, "signatures": ["ICLR.cc/2019/Conference/Paper855/Area_Chair1"], "readers": ["everyone"], "nonreaders": [], "writers": ["ICLR.cc/2019/Conference/Paper855/Area_Chair1"], "details": {"replyCount": 0, "writable": false, "overwriting": [], "revisions": false, "forumContent": {"title": "Harmonizing Maximum Likelihood with GANs for Multimodal Conditional Generation", "abstract": "Recent advances in conditional image generation tasks, such as image-to-image translation and image inpainting, are largely accounted to the success of conditional GAN models, which are often optimized by the joint use of the GAN loss with the reconstruction loss. However, we reveal that this training recipe shared by almost all existing methods causes one critical side effect: lack of diversity in output samples. In order to accomplish both training stability and multimodal output generation, we propose novel training schemes with a new set of losses named moment reconstruction losses that simply replace the reconstruction loss. We show that our approach is applicable to any conditional generation tasks by performing thorough experiments on image-to-image translation, super-resolution and image inpainting using Cityscapes and CelebA dataset. Quantitative evaluations also confirm that our methods achieve a great diversity in outputs while retaining or even improving the visual fidelity of generated samples.", "keywords": ["conditional GANs", "conditional image generation", "multimodal generation", "reconstruction loss", "maximum likelihood estimation", "moment matching"], "authorids": ["soochan.lee@vision.snu.ac.kr", "kuc2477@gmail.com", "gunhee@snu.ac.kr"], "authors": ["Soochan Lee", "Junsoo Ha", "Gunhee Kim"], "TL;DR": "We prove that the mode collapse in conditional GANs is largely attributed to a mismatch between reconstruction loss and GAN loss and introduce a set of novel loss functions as alternatives for reconstruction loss.", "pdf": "/pdf/473a3a5d3a2eff94a55ca7dfedfd2f6682568082.pdf", "paperhash": "lee|harmonizing_maximum_likelihood_with_gans_for_multimodal_conditional_generation", "_bibtex": "@inproceedings{\nlee2018harmonizing,\ntitle={Harmonizing Maximum Likelihood with {GAN}s for Multimodal Conditional Generation},\nauthor={Soochan Lee and Junsoo Ha and Gunhee Kim},\nbooktitle={International Conference on Learning Representations},\nyear={2019},\nurl={https://openreview.net/forum?id=HJxyAjRcFX},\n}"}, "tags": [], "invitation": {"id": "ICLR.cc/2019/Conference/-/Paper855/Meta_Review", "rdate": null, "ddate": null, "expdate": null, "duedate": 1541548800000, "tmdate": 1545353060509, "tddate": null, "super": null, "final": null, "reply": {"forum": "HJxyAjRcFX", "replyto": "HJxyAjRcFX", "readers": {"description": "Select all user groups that should be able to read this comment. Selecting 'All Users' will allow paper authors, reviewers, area chairs, and program chairs to view this comment.", "values": ["everyone"]}, "signatures": {"description": "How your identity will be displayed with the above content.", "values-regex": "ICLR.cc/2019/Conference/Paper855/Area_Chair[0-9]+"}, "writers": {"description": "Users that may modify this record.", "values-regex": "ICLR.cc/2019/Conference/Paper855/Area_Chair[0-9]+"}, "content": {"title": {"order": 1, "value-regex": ".{1,500}", "description": "Brief summary of your review.", "required": true}, "metareview": {"order": 2, "value-regex": "[\\S\\s]{1,5000}", "description": "Please provide an evaluation of the quality, clarity, originality and significance of this work, including a list of its pros and cons.", "required": true}, "recommendation": {"order": 3, "value-dropdown": ["Accept (Oral)", "Accept (Poster)", "Reject"], "required": true}, "confidence": {"order": 4, "value-radio": ["5: The area chair is absolutely certain", "4: The area chair is confident but not absolutely certain", "3: The area chair is somewhat confident", "2: The area chair is not sure", "1: The area chair's evaluation is an educated guess"], "required": true}}}, "signatures": ["ICLR.cc/2019/Conference"], "readers": ["everyone"], "nonreaders": [], "invitees": ["ICLR.cc/2019/Conference/Paper855/Area_Chairs"], "noninvitees": [], "writers": ["ICLR.cc/2019/Conference"], "multiReply": false, "taskCompletionCount": null, "transform": null, "cdate": 1545353060509}}}, {"id": "HkgbB4TxeV", "original": null, "number": 18, "cdate": 1544766520867, "ddate": null, "tcdate": 1544766520867, "tmdate": 1544779705911, "tddate": null, "forum": "HJxyAjRcFX", "replyto": "r1gdodFyx4", "invitation": "ICLR.cc/2019/Conference/-/Paper855/Official_Comment", "content": {"title": "Re: Re: Re-clarification to Reviewer3\u2019s Updated Review", "comment": "We are deeply grateful to reviewer3 for a quick reply that reveals the detailed ground for the decision. Now we can understand the review much better to offer more focused answers to the concerns raised by reviewer3.\n\n1. Novelty\n===================================\nAccording to reviewer3\u2019s clarification, per-pixel mean and variance prediction is the core of our methods, and thus our methods don\u2019t have enough novelty compared to the cited papers.\n\nAlthough some of our methods involve mean and variance prediction, the key idea of our methods is matching the moments of the sample distribution to the maximum likelihood estimates of the real moments. As such, MLMM_1 and MCMLE_1, for example, do not use the variance prediction but achieve great diversity and quality. \n\nNote that our methods suggest two simple modifications to existing conditional GANs as final recipes; thus it would not be surprising that some previous work used similar techniques in other applications. However, we would like to emphasize that our methods are novel in the context of conditional GANs and mode collapse of GANs. \n\n\n2. Theoretical results\n===================================\nWe would like to clarify that the proof that reviewer3 looks for is in section 4.4 not in section 3.2. During the rebuttal period, we reorganized section 3.2 and section 4.4 to reflect reviewer3\u2019s comments and to streamline the logic. In the current draft, section 3.2 contains the proof about the conflict between the reconstruction loss and the GAN loss, while section 4.4 proves that our approach does not suffer from the same problem.\n"}, "signatures": ["ICLR.cc/2019/Conference/Paper855/Authors"], "readers": ["everyone"], "nonreaders": ["ICLR.cc/2019/Conference/Paper855/Reviewers/Unsubmitted"], "writers": ["ICLR.cc/2019/Conference/Paper855/Authors", "ICLR.cc/2019/Conference"], "details": {"replyCount": 0, "writable": false, "overwriting": [], "revisions": false, "forumContent": {"title": "Harmonizing Maximum Likelihood with GANs for Multimodal Conditional Generation", "abstract": "Recent advances in conditional image generation tasks, such as image-to-image translation and image inpainting, are largely accounted to the success of conditional GAN models, which are often optimized by the joint use of the GAN loss with the reconstruction loss. However, we reveal that this training recipe shared by almost all existing methods causes one critical side effect: lack of diversity in output samples. In order to accomplish both training stability and multimodal output generation, we propose novel training schemes with a new set of losses named moment reconstruction losses that simply replace the reconstruction loss. We show that our approach is applicable to any conditional generation tasks by performing thorough experiments on image-to-image translation, super-resolution and image inpainting using Cityscapes and CelebA dataset. Quantitative evaluations also confirm that our methods achieve a great diversity in outputs while retaining or even improving the visual fidelity of generated samples.", "keywords": ["conditional GANs", "conditional image generation", "multimodal generation", "reconstruction loss", "maximum likelihood estimation", "moment matching"], "authorids": ["soochan.lee@vision.snu.ac.kr", "kuc2477@gmail.com", "gunhee@snu.ac.kr"], "authors": ["Soochan Lee", "Junsoo Ha", "Gunhee Kim"], "TL;DR": "We prove that the mode collapse in conditional GANs is largely attributed to a mismatch between reconstruction loss and GAN loss and introduce a set of novel loss functions as alternatives for reconstruction loss.", "pdf": "/pdf/473a3a5d3a2eff94a55ca7dfedfd2f6682568082.pdf", "paperhash": "lee|harmonizing_maximum_likelihood_with_gans_for_multimodal_conditional_generation", "_bibtex": "@inproceedings{\nlee2018harmonizing,\ntitle={Harmonizing Maximum Likelihood with {GAN}s for Multimodal Conditional Generation},\nauthor={Soochan Lee and Junsoo Ha and Gunhee Kim},\nbooktitle={International Conference on Learning Representations},\nyear={2019},\nurl={https://openreview.net/forum?id=HJxyAjRcFX},\n}"}, "tags": [], "invitation": {"id": "ICLR.cc/2019/Conference/-/Paper855/Official_Comment", "rdate": null, "ddate": null, "expdate": null, "duedate": null, "tmdate": 1543621615174, "tddate": null, "super": null, "final": null, "reply": {"forum": "HJxyAjRcFX", "replyto": null, "readers": {"description": "Select all user groups that should be able to read this comment.", "value-dropdown-hierarchy": ["everyone", "ICLR.cc/2019/Conference/Paper855/Authors", "ICLR.cc/2019/Conference/Paper855/Reviewers", "ICLR.cc/2019/Conference/Paper855/Area_Chairs", "ICLR.cc/2019/Conference/Program_Chairs"]}, "nonreaders": {"values": ["ICLR.cc/2019/Conference/Paper855/Reviewers/Unsubmitted"]}, "signatures": {"description": "", "values-regex": "ICLR.cc/2019/Conference/Paper855/AnonReviewer[0-9]+|ICLR.cc/2019/Conference/Paper855/Authors|ICLR.cc/2019/Conference/Paper855/Area_Chair[0-9]+|ICLR.cc/2019/Conference/Program_Chairs"}, "writers": {"description": "Users that may modify this record.", "values-copied": ["ICLR.cc/2019/Conference", "{signatures}"]}, "content": {"title": {"order": 0, "value-regex": ".{1,500}", "description": "Brief summary of your comment.", "required": true}, "comment": {"order": 1, "value-regex": "[\\S\\s]{1,5000}", "description": "Your comment or reply (max 5000 characters).", "required": true}}}, "signatures": ["ICLR.cc/2019/Conference"], "readers": ["everyone"], "nonreaders": [], "invitees": ["ICLR.cc/2019/Conference/Paper855/Reviewers", "ICLR.cc/2019/Conference/Paper855/Authors", "ICLR.cc/2019/Conference/Paper855/Area_Chairs", "ICLR.cc/2019/Conference/Program_Chairs"], "noninvitees": [], "writers": ["ICLR.cc/2019/Conference"], "multiReply": true, "taskCompletionCount": null, "transform": null, "cdate": 1543621615174}}}, {"id": "r1gdodFyx4", "original": null, "number": 17, "cdate": 1544685728386, "ddate": null, "tcdate": 1544685728386, "tmdate": 1544685728386, "tddate": null, "forum": "HJxyAjRcFX", "replyto": "Skg_k4wklV", "invitation": "ICLR.cc/2019/Conference/-/Paper855/Official_Comment", "content": {"title": "Re: Re-clarification to Reviewer3\u2019s Updated Review", "comment": "Addressing the concerns that my updated review was imprecise or unhelpful and point (3) about the authors' rebuttal being ignored, I hope that the following points make it clear that the rebuttal was carefully considered in making my decision.\n\n1. Regarding novelty\n\nMy initial concern was regarding the novelty of the proposed method and not that of the criticism of the use of reconstruction loss in conditional GANs. The authors responded in the rebuttal that their paper has significant novelties in (1) formal criticism of the use of reconstruction loss and (2) their proposed method in the context of conditional generation tasks. Regarding the concern that I did not leave any comment on this response, my concern was regarding point (2), as the papers I cited, though not directly applied to conditional generation, demonstrate that the proposed method lacks novelty. However, the authors have stressed that I have ignored (1). This point was never a concern for me as I do agree that such a criticism of reconstruction loss has not been shown in prior work.\n\nMy claim that the paper lacks novelty is specifically due to prior work such as CodeSLAM [1] using per-pixel mean and variance predictions. Regarding the point made in the authors' initial response that it is novel to combine these well-established ideas as a solution to loss of multimodality in conditional generation - it is indeed novel to combine or re-use existing ideas to new domains but in this case, the main approach proposed in the paper is solely a result of such re-use this significantly reduces the overall novelty of the paper.\n\n\n2. Regarding theoretical results\n\n\u201cOur methods are designed not to interrupt the GAN optimization and we proved it\u201d\nCorrect me if I\u2019m wrong but I do not see any theoretical proof in the current revision of the paper showing that the proposed method does not interrupt GAN optimization. Section 3.2 in the current version seems to be the only theoretical proof which is criticizing the use reconstruction loss with GAN loss.\n\n\u201creviewer3 seems to take the lack of proof that our model prevents mode collapse as a serious flaw in our work\u201d\nFor correctness, I was not looking for a specific proof about the proposed work preventing mode collapse. The question I would like to ask is - Given that the paper has shown that the optimizing reconstruction loss directly with GAN loss will lead to inevitable mode collapse, what is the proof that the proposed approach will not suffer the same fate? I agree that your proposed approach does not directly optimize the reconstruction loss, which gives intuition that the moment-matching approaches should not suffer from the same drawbacks. However, this does not constitute a theoretical result backing the claim that the proposed method will not interrupt GAN optimization.\n\nComparing with Diversity-Sensitive Conditional Generative Adversarial Networks: I agree that their approach is vastly different, but the merits of that paper are completely different. Their proposed approach is novel and their analysis shows various perspectives of why their approach is effective. This again comes back to my point that this paper lacks theoretical analysis proving that the proposed method is effective.\n\n\u201dIn contrast, we point out that the reconstruction loss conflicts with GANs in a way that reduces the output variance and proposes alternatives without such problem. Thus, we prove the problem of reconstruction loss and that our methods do not conflict with the GAN objective.\u201d\nMy response to this point is the same as what I have stated earlier. I do not see how the second sentence follows from the first - the proof in Section 3.2 does not say anything about whether the proposed approach has any guarantees against mode collapse or conflicts with the GAN objective.\n\n\n3. Conclusion\n\nI wholeheartedly agree that the reviewers and authors must communicate in a precise and constructive way. I am happy to make my decision process transparent and continue this discussion.\n\n\n[1] Bloesch, M., Czarnowski, J., Clark, R., Leutenegger, S., & Davison, A. J. (2018). CodeSLAM-Learning a Compact, Optimisable Representation for Dense Visual SLAM. CVPR 2018."}, "signatures": ["ICLR.cc/2019/Conference/Paper855/AnonReviewer3"], "readers": ["everyone"], "nonreaders": ["ICLR.cc/2019/Conference/Paper855/Reviewers/Unsubmitted"], "writers": ["ICLR.cc/2019/Conference/Paper855/AnonReviewer3", "ICLR.cc/2019/Conference"], "details": {"replyCount": 0, "writable": false, "overwriting": [], "revisions": false, "forumContent": {"title": "Harmonizing Maximum Likelihood with GANs for Multimodal Conditional Generation", "abstract": "Recent advances in conditional image generation tasks, such as image-to-image translation and image inpainting, are largely accounted to the success of conditional GAN models, which are often optimized by the joint use of the GAN loss with the reconstruction loss. However, we reveal that this training recipe shared by almost all existing methods causes one critical side effect: lack of diversity in output samples. In order to accomplish both training stability and multimodal output generation, we propose novel training schemes with a new set of losses named moment reconstruction losses that simply replace the reconstruction loss. We show that our approach is applicable to any conditional generation tasks by performing thorough experiments on image-to-image translation, super-resolution and image inpainting using Cityscapes and CelebA dataset. Quantitative evaluations also confirm that our methods achieve a great diversity in outputs while retaining or even improving the visual fidelity of generated samples.", "keywords": ["conditional GANs", "conditional image generation", "multimodal generation", "reconstruction loss", "maximum likelihood estimation", "moment matching"], "authorids": ["soochan.lee@vision.snu.ac.kr", "kuc2477@gmail.com", "gunhee@snu.ac.kr"], "authors": ["Soochan Lee", "Junsoo Ha", "Gunhee Kim"], "TL;DR": "We prove that the mode collapse in conditional GANs is largely attributed to a mismatch between reconstruction loss and GAN loss and introduce a set of novel loss functions as alternatives for reconstruction loss.", "pdf": "/pdf/473a3a5d3a2eff94a55ca7dfedfd2f6682568082.pdf", "paperhash": "lee|harmonizing_maximum_likelihood_with_gans_for_multimodal_conditional_generation", "_bibtex": "@inproceedings{\nlee2018harmonizing,\ntitle={Harmonizing Maximum Likelihood with {GAN}s for Multimodal Conditional Generation},\nauthor={Soochan Lee and Junsoo Ha and Gunhee Kim},\nbooktitle={International Conference on Learning Representations},\nyear={2019},\nurl={https://openreview.net/forum?id=HJxyAjRcFX},\n}"}, "tags": [], "invitation": {"id": "ICLR.cc/2019/Conference/-/Paper855/Official_Comment", "rdate": null, "ddate": null, "expdate": null, "duedate": null, "tmdate": 1543621615174, "tddate": null, "super": null, "final": null, "reply": {"forum": "HJxyAjRcFX", "replyto": null, "readers": {"description": "Select all user groups that should be able to read this comment.", "value-dropdown-hierarchy": ["everyone", "ICLR.cc/2019/Conference/Paper855/Authors", "ICLR.cc/2019/Conference/Paper855/Reviewers", "ICLR.cc/2019/Conference/Paper855/Area_Chairs", "ICLR.cc/2019/Conference/Program_Chairs"]}, "nonreaders": {"values": ["ICLR.cc/2019/Conference/Paper855/Reviewers/Unsubmitted"]}, "signatures": {"description": "", "values-regex": "ICLR.cc/2019/Conference/Paper855/AnonReviewer[0-9]+|ICLR.cc/2019/Conference/Paper855/Authors|ICLR.cc/2019/Conference/Paper855/Area_Chair[0-9]+|ICLR.cc/2019/Conference/Program_Chairs"}, "writers": {"description": "Users that may modify this record.", "values-copied": ["ICLR.cc/2019/Conference", "{signatures}"]}, "content": {"title": {"order": 0, "value-regex": ".{1,500}", "description": "Brief summary of your comment.", "required": true}, "comment": {"order": 1, "value-regex": "[\\S\\s]{1,5000}", "description": "Your comment or reply (max 5000 characters).", "required": true}}}, "signatures": ["ICLR.cc/2019/Conference"], "readers": ["everyone"], "nonreaders": [], "invitees": ["ICLR.cc/2019/Conference/Paper855/Reviewers", "ICLR.cc/2019/Conference/Paper855/Authors", "ICLR.cc/2019/Conference/Paper855/Area_Chairs", "ICLR.cc/2019/Conference/Program_Chairs"], "noninvitees": [], "writers": ["ICLR.cc/2019/Conference"], "multiReply": true, "taskCompletionCount": null, "transform": null, "cdate": 1543621615174}}}, {"id": "Skg_k4wklV", "original": null, "number": 15, "cdate": 1544676320330, "ddate": null, "tcdate": 1544676320330, "tmdate": 1544676320330, "tddate": null, "forum": "HJxyAjRcFX", "replyto": "rJxtHml92m", "invitation": "ICLR.cc/2019/Conference/-/Paper855/Official_Comment", "content": {"title": "Re-clarification to Reviewer3\u2019s Updated Review", "comment": "We thank again the reviewer for the comments. \nHowever, we have the impression that some critics are unfair, imprecise and unhelpful; thus, hardly acceptable for us. Please see below why. \n\n\n1. Novelty\n===================================\nReviewer3 raised again the concern about novelty in the updated review. \n\n\nIn our rebuttal, we clarified that our work is the first to analyze why the use of reconstruction loss leads to the mode collapse (lose of multimodality) in conditional GANs. Our work is also the first to propose alternatives to the reconstruction loss which greatly improve the multimodality of conditional GANs without losing the visual fidelity of the output samples.\n\nReviewer3 did not leave any comment on this clarification and failed to mention any specific works that undermine our novelty and how closely they are related to our work. In the initial review, reviewer3 referred several papers about variance prediction; however, these papers have no relation with conditional GANs or mode collapse. \n\nWe sincerely ask reviewer3 to be specific and detailed on the claim that our work lacks novelty with proper ground.\n\n\n2. Theoretical results\n===================================\n\u201cProving that the proposed method is actually effective in what is designed to do\u201d\nAccording to the modified review, reviewer3 seems to take the lack of proof that our model prevents mode collapse as a serious flaw in our work.\nHowever, we think reviewer3 largely misunderstood the key to our paper. Our methods have no multimodality-enhancing mechanism; instead, GANs are responsible for multimodality. Our methods are designed not to interrupt the GAN optimization and we proved it. The methods simply offer training stability without interference. Thus, the multimodality observed in our methods is inherent from GANs, and we pointed out that it is suppressed by the reconstruction loss in existing conditional GANs.\n\nCompared with a parallel submission to ICLR 2019 below, it becomes more obvious that we provide necessary proofs.\nDiversity-Sensitive Conditional Generative Adversarial Networks (https://openreview.net/forum?id=rJliMh09F7)\n\nBoth papers share the same goal: multimodal generation in conditional GANs. However, the approaches are vastly different. Unlike our work, they add a regularization term to the loss while keeping the reconstruction loss. Their regularization term directly forces the model to generate diverse outputs. In this case, the proof that it facilitates diversity is necessary, so they present it. In contrast, we point out that the reconstruction loss conflicts with GANs in a way that reduces the output variance and proposes alternatives without such problem. Thus, we prove the problem of reconstruction loss and that our methods do not conflict with the GAN objective.\n\n\n3. Suggestion for better reviewing process \n===================================\nWe carefully prepared for the rebuttal to answer to the initial review critics. However, we feel that our rebuttal is completely ignored because we cannot find in the updated review which specific question is not answered by our rebuttal and why our clarification cannot be the answer to the original review questions. We strongly believe the communications between authors and reviewers should be precise, specific and helpful to one another. \n"}, "signatures": ["ICLR.cc/2019/Conference/Paper855/Authors"], "readers": ["everyone"], "nonreaders": ["ICLR.cc/2019/Conference/Paper855/Reviewers/Unsubmitted"], "writers": ["ICLR.cc/2019/Conference/Paper855/Authors", "ICLR.cc/2019/Conference"], "details": {"replyCount": 0, "writable": false, "overwriting": [], "revisions": false, "forumContent": {"title": "Harmonizing Maximum Likelihood with GANs for Multimodal Conditional Generation", "abstract": "Recent advances in conditional image generation tasks, such as image-to-image translation and image inpainting, are largely accounted to the success of conditional GAN models, which are often optimized by the joint use of the GAN loss with the reconstruction loss. However, we reveal that this training recipe shared by almost all existing methods causes one critical side effect: lack of diversity in output samples. In order to accomplish both training stability and multimodal output generation, we propose novel training schemes with a new set of losses named moment reconstruction losses that simply replace the reconstruction loss. We show that our approach is applicable to any conditional generation tasks by performing thorough experiments on image-to-image translation, super-resolution and image inpainting using Cityscapes and CelebA dataset. Quantitative evaluations also confirm that our methods achieve a great diversity in outputs while retaining or even improving the visual fidelity of generated samples.", "keywords": ["conditional GANs", "conditional image generation", "multimodal generation", "reconstruction loss", "maximum likelihood estimation", "moment matching"], "authorids": ["soochan.lee@vision.snu.ac.kr", "kuc2477@gmail.com", "gunhee@snu.ac.kr"], "authors": ["Soochan Lee", "Junsoo Ha", "Gunhee Kim"], "TL;DR": "We prove that the mode collapse in conditional GANs is largely attributed to a mismatch between reconstruction loss and GAN loss and introduce a set of novel loss functions as alternatives for reconstruction loss.", "pdf": "/pdf/473a3a5d3a2eff94a55ca7dfedfd2f6682568082.pdf", "paperhash": "lee|harmonizing_maximum_likelihood_with_gans_for_multimodal_conditional_generation", "_bibtex": "@inproceedings{\nlee2018harmonizing,\ntitle={Harmonizing Maximum Likelihood with {GAN}s for Multimodal Conditional Generation},\nauthor={Soochan Lee and Junsoo Ha and Gunhee Kim},\nbooktitle={International Conference on Learning Representations},\nyear={2019},\nurl={https://openreview.net/forum?id=HJxyAjRcFX},\n}"}, "tags": [], "invitation": {"id": "ICLR.cc/2019/Conference/-/Paper855/Official_Comment", "rdate": null, "ddate": null, "expdate": null, "duedate": null, "tmdate": 1543621615174, "tddate": null, "super": null, "final": null, "reply": {"forum": "HJxyAjRcFX", "replyto": null, "readers": {"description": "Select all user groups that should be able to read this comment.", "value-dropdown-hierarchy": ["everyone", "ICLR.cc/2019/Conference/Paper855/Authors", "ICLR.cc/2019/Conference/Paper855/Reviewers", "ICLR.cc/2019/Conference/Paper855/Area_Chairs", "ICLR.cc/2019/Conference/Program_Chairs"]}, "nonreaders": {"values": ["ICLR.cc/2019/Conference/Paper855/Reviewers/Unsubmitted"]}, "signatures": {"description": "", "values-regex": "ICLR.cc/2019/Conference/Paper855/AnonReviewer[0-9]+|ICLR.cc/2019/Conference/Paper855/Authors|ICLR.cc/2019/Conference/Paper855/Area_Chair[0-9]+|ICLR.cc/2019/Conference/Program_Chairs"}, "writers": {"description": "Users that may modify this record.", "values-copied": ["ICLR.cc/2019/Conference", "{signatures}"]}, "content": {"title": {"order": 0, "value-regex": ".{1,500}", "description": "Brief summary of your comment.", "required": true}, "comment": {"order": 1, "value-regex": "[\\S\\s]{1,5000}", "description": "Your comment or reply (max 5000 characters).", "required": true}}}, "signatures": ["ICLR.cc/2019/Conference"], "readers": ["everyone"], "nonreaders": [], "invitees": ["ICLR.cc/2019/Conference/Paper855/Reviewers", "ICLR.cc/2019/Conference/Paper855/Authors", "ICLR.cc/2019/Conference/Paper855/Area_Chairs", "ICLR.cc/2019/Conference/Program_Chairs"], "noninvitees": [], "writers": ["ICLR.cc/2019/Conference"], "multiReply": true, "taskCompletionCount": null, "transform": null, "cdate": 1543621615174}}}, {"id": "rJxtHml92m", "original": null, "number": 1, "cdate": 1541174081512, "ddate": null, "tcdate": 1541174081512, "tmdate": 1544499381355, "tddate": null, "forum": "HJxyAjRcFX", "replyto": "HJxyAjRcFX", "invitation": "ICLR.cc/2019/Conference/-/Paper855/Official_Review", "content": {"title": "Lack of novelty and weak theoretical results", "review": "The paper proposes a modification to the traditional conditional GAN objective (which minimizes GAN loss as well as either L1 or L2 pixel-wise reconstruction losses) in order to promote diverse, multimodal generation of images. The modification involves replacing the L1/L2 reconstruction loss -- which predicts the first moment of a pixel-wise gaussian/laplace (respectively) likelihood model assuming a constant spherical covariance matrix -- with a new objective that matches the first and second moments of a pixel-wise gaussian/laplace likelihood model with diagonal covariance matrix. Two models are proposed for matching the first and second moments - the first one involves using a separate network to predict the moments from data which are then used to match the generator\u2019s empirical estimates of the moments (using K samples of generated images). The second involves directly matching the empirical moment estimates using monte carlo.\n\nThe paper makes use of a well-established idea - modeling pixel-wise image likelihood with a diagonal covariance matrix i.e. heteroscedastic variance (which, as explained in [1], is a way to learn data-dependent aleatoric uncertainty). Following [1], the usage of first and second moment prediction is also prevalent in recent deep generative models (for example, [2]) i.e. image likelihood models predict the per-pixel mean and variance in the L2 likelihood case, for optimizing Equation 4 from the paper. Recent work has also attempted to go beyond the assumption of a diagonal covariance matrix (for example, in [3] a band-diagonal covariance matrix is estimated). Hence, the only novel idea in the paper seems to be the method for matching the empirical estimates of the first and second moments over K samples. The motivation for doing this makes intuitive sense since diversity in generation is desired, which is also demonstrated in the results.\n\nSection specific comments:\n- The loss of modality of reconstruction loss (section 3.2) seems like something which doesn\u2019t require the extent of mathematical and empirical detail presented in the paper. Several of the cited works already mention the pitfalls of using reconstruction loss.\n\n- The analyses in section 4.4 are sound in derivation but not so much in the conclusions drawn. It is not clear that the lack of existence of a generator that is an optimal solution to the GAN and L2 loss (individually) implies that any learnt generator using GAN + L2 loss is suboptimal. More explanation on this part would help.\n\nThe paper is well written, presents a simple idea, complete with experiments for comparing diversity with competing methods. Some theoretical analyses do no directly support the proposition - e.g. sections 3.2 and 4.4 in my specific comments above. Hence, the claim that the proposed method prevents mode collapse (training stability) and gives diverse multi-modal predictions is supported by experiments and intuition for the method, but not so much theoretically. However, the major weakness of the paper is the lack of novelty of the core idea.\n\n=== Update after rebuttal:\nHaving read through the other reviews and the author's rebuttal, I am unsatisfied with the rebuttal and I do not recommend accepting the paper. My rating has decreased accordingly.\n\nThe reasons for my recommendation, after discussion with other reviews, are -- (1) lack of novelty and (2) weak theoretical results (some justification of which was stated in my initial review above). Elaborating more on the second point, I would like to mention some points which came up during the discussion with other reviewers: The theoretical result which states that not using reconstruction loss given that multi-modal outputs are desired is a weaker result than proving that the proposed method is actually effective in what it is designed to do. There are empirical results to back that claim, but I strongly believe that the theoretical results fall short and feel out of place in the overall justification for the proposed method. This, along with my earlier point of lack of novelty are the basis for my decision.\n\n\nReferences:\n[1] Kendall, Alex, and Yarin Gal. \"What uncertainties do we need in bayesian deep learning for computer vision?.\" Advances in neural information processing systems. 2017.\n[2] Bloesch, M., Czarnowski, J., Clark, R., Leutenegger, S., & Davison, A. J. (2018). CodeSLAM-Learning a Compact, Optimisable Representation for Dense Visual SLAM. CVPR 2018.\n[3] Dorta, G., Vicente, S., Agapito, L., Campbell, N. D., & Simpson, I. (2018, February). Structured Uncertainty Prediction Networks. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition.", "rating": "4: Ok but not good enough - rejection", "confidence": "5: The reviewer is absolutely certain that the evaluation is correct and very familiar with the relevant literature"}, "signatures": ["ICLR.cc/2019/Conference/Paper855/AnonReviewer3"], "readers": ["everyone"], "nonreaders": [], "writers": ["ICLR.cc/2019/Conference"], "details": {"replyCount": 0, "writable": false, "overwriting": [], "revisions": true, "forumContent": {"title": "Harmonizing Maximum Likelihood with GANs for Multimodal Conditional Generation", "abstract": "Recent advances in conditional image generation tasks, such as image-to-image translation and image inpainting, are largely accounted to the success of conditional GAN models, which are often optimized by the joint use of the GAN loss with the reconstruction loss. However, we reveal that this training recipe shared by almost all existing methods causes one critical side effect: lack of diversity in output samples. In order to accomplish both training stability and multimodal output generation, we propose novel training schemes with a new set of losses named moment reconstruction losses that simply replace the reconstruction loss. We show that our approach is applicable to any conditional generation tasks by performing thorough experiments on image-to-image translation, super-resolution and image inpainting using Cityscapes and CelebA dataset. Quantitative evaluations also confirm that our methods achieve a great diversity in outputs while retaining or even improving the visual fidelity of generated samples.", "keywords": ["conditional GANs", "conditional image generation", "multimodal generation", "reconstruction loss", "maximum likelihood estimation", "moment matching"], "authorids": ["soochan.lee@vision.snu.ac.kr", "kuc2477@gmail.com", "gunhee@snu.ac.kr"], "authors": ["Soochan Lee", "Junsoo Ha", "Gunhee Kim"], "TL;DR": "We prove that the mode collapse in conditional GANs is largely attributed to a mismatch between reconstruction loss and GAN loss and introduce a set of novel loss functions as alternatives for reconstruction loss.", "pdf": "/pdf/473a3a5d3a2eff94a55ca7dfedfd2f6682568082.pdf", "paperhash": "lee|harmonizing_maximum_likelihood_with_gans_for_multimodal_conditional_generation", "_bibtex": "@inproceedings{\nlee2018harmonizing,\ntitle={Harmonizing Maximum Likelihood with {GAN}s for Multimodal Conditional Generation},\nauthor={Soochan Lee and Junsoo Ha and Gunhee Kim},\nbooktitle={International Conference on Learning Representations},\nyear={2019},\nurl={https://openreview.net/forum?id=HJxyAjRcFX},\n}"}, "tags": [], "invitation": {"id": "ICLR.cc/2019/Conference/-/Paper855/Official_Review", "cdate": 1542234361592, "expdate": 1552335264000, "duedate": 1541196000000, "reply": {"forum": "HJxyAjRcFX", "replyto": "HJxyAjRcFX", "readers": {"description": "The users who will be allowed to read the reply content.", "values": ["everyone"]}, "nonreaders": {"values": []}, "signatures": {"description": "How your identity will be displayed with the above content.", "values-regex": "ICLR.cc/2019/Conference/Paper855/AnonReviewer[0-9]+"}, "writers": {"description": "Users that may modify this record.", "values": ["ICLR.cc/2019/Conference"]}, "content": {"title": {"order": 1, "value-regex": ".{0,500}", "description": "Brief summary of your review.", "required": true}, "review": {"order": 2, "value-regex": "[\\S\\s]{1,200000}", "description": "Please provide an evaluation of the quality, clarity, originality and significance of this work, including a list of its pros and cons (max 200000 characters).", "required": true}, "rating": {"order": 3, "value-dropdown": ["10: Top 5% of accepted papers, seminal paper", "9: Top 15% of accepted papers, strong accept", "8: Top 50% of accepted papers, clear accept", "7: Good paper, accept", "6: Marginally above acceptance threshold", "5: Marginally below acceptance threshold", "4: Ok but not good enough - rejection", "3: Clear rejection", "2: Strong rejection", "1: Trivial or wrong"], "required": true}, "confidence": {"order": 4, "value-radio": ["5: The reviewer is absolutely certain that the evaluation is correct and very familiar with the relevant literature", "4: The reviewer is confident but not absolutely certain that the evaluation is correct", "3: The reviewer is fairly confident that the evaluation is correct", "2: The reviewer is willing to defend the evaluation, but it is quite likely that the reviewer did not understand central parts of the paper", "1: The reviewer's evaluation is an educated guess"], "required": true}}}, "multiReply": false, "tcdate": 1552335817623, "tmdate": 1552335817623, "readers": ["everyone"], "nonreaders": [], "writers": ["ICLR.cc/2019/Conference"], "invitees": ["ICLR.cc/2019/Conference/Paper855/Reviewers"], "noninvitees": [], "signatures": ["ICLR.cc/2019/Conference"]}}}, {"id": "Hyxkbojj2Q", "original": null, "number": 3, "cdate": 1541286646642, "ddate": null, "tcdate": 1541286646642, "tmdate": 1543601840492, "tddate": null, "forum": "HJxyAjRcFX", "replyto": "HJxyAjRcFX", "invitation": "ICLR.cc/2019/Conference/-/Paper855/Official_Review", "content": {"title": "Accept", "review": "The paper describes an alternative to L1/L2 errors (wrt output and one ground-truth example) that are used to augment adversarial losses when training conditional GANs. While these augmented losses are often needed to stabilize and guide GAN training, the authors argue that they also bias the optimization of the generator towards mode collapse. To address this, the method proposes two kinds of alternate losses--both of which essentially generate multiple sample outputs from the same input, fit these with a Gaussian distribution by computing the generating sample mean and variance, and try to maximize the likelihood of the true training output under this distribution. The paper provides theoretical and empirical analysis to show that the proposed approach leads to generators that produce samples that are both diverse and high-quality.\n\nI think this is a good paper and solves an important problem---where one usually had to sacrifice diversity to obtain stable training by adding a reconstruction loss. I recommend acceptance.\n\nAn interesting ablation experiment might be to see what happens when one no longer includes the GAN loss and trains only with the MLMM or MCMLE losses, and compare this to training with only the L1/L2 losses. The other thing I'd like the authors to comment on are the potential shortcomings of using a simple un-correlated Gaussian to model the sample distributions. It seems that such a distribution may not capture the fact that multiple dimensions of the output (i.e., multiple pixel intensities) are not independent conditioned on the input. Perhaps, it may be worth exploring whether Gaussians with general co-variance matrices, or independent in some de-correlated space (learned from say simply the set of outputs) may increase the efficacy of these losses.\n\n====Post-rebuttal\n\nI've read the other reviews and retain my positive impression of the paper. I also appreciate that the authors have conducted additional experiments based on my (non-binding) suggestions---and the results are indeed interesting. I am upgrading my score accordingly.", "rating": "8: Top 50% of accepted papers, clear accept", "confidence": "4: The reviewer is confident but not absolutely certain that the evaluation is correct"}, "signatures": ["ICLR.cc/2019/Conference/Paper855/AnonReviewer1"], "readers": ["everyone"], "nonreaders": [], "writers": ["ICLR.cc/2019/Conference"], "details": {"replyCount": 0, "writable": false, "overwriting": [], "revisions": true, "forumContent": {"title": "Harmonizing Maximum Likelihood with GANs for Multimodal Conditional Generation", "abstract": "Recent advances in conditional image generation tasks, such as image-to-image translation and image inpainting, are largely accounted to the success of conditional GAN models, which are often optimized by the joint use of the GAN loss with the reconstruction loss. However, we reveal that this training recipe shared by almost all existing methods causes one critical side effect: lack of diversity in output samples. In order to accomplish both training stability and multimodal output generation, we propose novel training schemes with a new set of losses named moment reconstruction losses that simply replace the reconstruction loss. We show that our approach is applicable to any conditional generation tasks by performing thorough experiments on image-to-image translation, super-resolution and image inpainting using Cityscapes and CelebA dataset. Quantitative evaluations also confirm that our methods achieve a great diversity in outputs while retaining or even improving the visual fidelity of generated samples.", "keywords": ["conditional GANs", "conditional image generation", "multimodal generation", "reconstruction loss", "maximum likelihood estimation", "moment matching"], "authorids": ["soochan.lee@vision.snu.ac.kr", "kuc2477@gmail.com", "gunhee@snu.ac.kr"], "authors": ["Soochan Lee", "Junsoo Ha", "Gunhee Kim"], "TL;DR": "We prove that the mode collapse in conditional GANs is largely attributed to a mismatch between reconstruction loss and GAN loss and introduce a set of novel loss functions as alternatives for reconstruction loss.", "pdf": "/pdf/473a3a5d3a2eff94a55ca7dfedfd2f6682568082.pdf", "paperhash": "lee|harmonizing_maximum_likelihood_with_gans_for_multimodal_conditional_generation", "_bibtex": "@inproceedings{\nlee2018harmonizing,\ntitle={Harmonizing Maximum Likelihood with {GAN}s for Multimodal Conditional Generation},\nauthor={Soochan Lee and Junsoo Ha and Gunhee Kim},\nbooktitle={International Conference on Learning Representations},\nyear={2019},\nurl={https://openreview.net/forum?id=HJxyAjRcFX},\n}"}, "tags": [], "invitation": {"id": "ICLR.cc/2019/Conference/-/Paper855/Official_Review", "cdate": 1542234361592, "expdate": 1552335264000, "duedate": 1541196000000, "reply": {"forum": "HJxyAjRcFX", "replyto": "HJxyAjRcFX", "readers": {"description": "The users who will be allowed to read the reply content.", "values": ["everyone"]}, "nonreaders": {"values": []}, "signatures": {"description": "How your identity will be displayed with the above content.", "values-regex": "ICLR.cc/2019/Conference/Paper855/AnonReviewer[0-9]+"}, "writers": {"description": "Users that may modify this record.", "values": ["ICLR.cc/2019/Conference"]}, "content": {"title": {"order": 1, "value-regex": ".{0,500}", "description": "Brief summary of your review.", "required": true}, "review": {"order": 2, "value-regex": "[\\S\\s]{1,200000}", "description": "Please provide an evaluation of the quality, clarity, originality and significance of this work, including a list of its pros and cons (max 200000 characters).", "required": true}, "rating": {"order": 3, "value-dropdown": ["10: Top 5% of accepted papers, seminal paper", "9: Top 15% of accepted papers, strong accept", "8: Top 50% of accepted papers, clear accept", "7: Good paper, accept", "6: Marginally above acceptance threshold", "5: Marginally below acceptance threshold", "4: Ok but not good enough - rejection", "3: Clear rejection", "2: Strong rejection", "1: Trivial or wrong"], "required": true}, "confidence": {"order": 4, "value-radio": ["5: The reviewer is absolutely certain that the evaluation is correct and very familiar with the relevant literature", "4: The reviewer is confident but not absolutely certain that the evaluation is correct", "3: The reviewer is fairly confident that the evaluation is correct", "2: The reviewer is willing to defend the evaluation, but it is quite likely that the reviewer did not understand central parts of the paper", "1: The reviewer's evaluation is an educated guess"], "required": true}}}, "multiReply": false, "tcdate": 1552335817623, "tmdate": 1552335817623, "readers": ["everyone"], "nonreaders": [], "writers": ["ICLR.cc/2019/Conference"], "invitees": ["ICLR.cc/2019/Conference/Paper855/Reviewers"], "noninvitees": [], "signatures": ["ICLR.cc/2019/Conference"]}}}, {"id": "B1gG_obrAQ", "original": null, "number": 4, "cdate": 1542949738183, "ddate": null, "tcdate": 1542949738183, "tmdate": 1542978848781, "tddate": null, "forum": "HJxyAjRcFX", "replyto": "B1e85wUE67", "invitation": "ICLR.cc/2019/Conference/-/Paper855/Official_Comment", "content": {"title": "Thank you for your interest in our paper.", "comment": "\n1. The scope of our proof\n===================================\nThat\u2019s a great point. We have to make it clear in the draft. Our proof is confined to conditional GAN models with no explicit latent variable. Since the explicit latent variables provide the model with a vehicle that can represent variability and multimodality, our argument in section 4.4 may not be applicable to the models that explicitly encode latent variables. We add this discussion to the end of section 4.4.\n\n2. BicycleGAN\n===================================\nBicycleGAN has been applied to image-to-image translation, but not to image inpainting and super-resolution. Thus, we cannot find any standard implementation (or learned parameters) of BicycleGAN for the two tasks, which was the main reason why we did not report its results on the two tasks - image inpainting and super-resolution. \n"}, "signatures": ["ICLR.cc/2019/Conference/Paper855/Authors"], "readers": ["everyone"], "nonreaders": ["ICLR.cc/2019/Conference/Paper855/Reviewers/Unsubmitted"], "writers": ["ICLR.cc/2019/Conference/Paper855/Authors", "ICLR.cc/2019/Conference"], "details": {"replyCount": 0, "writable": false, "overwriting": [], "revisions": false, "forumContent": {"title": "Harmonizing Maximum Likelihood with GANs for Multimodal Conditional Generation", "abstract": "Recent advances in conditional image generation tasks, such as image-to-image translation and image inpainting, are largely accounted to the success of conditional GAN models, which are often optimized by the joint use of the GAN loss with the reconstruction loss. However, we reveal that this training recipe shared by almost all existing methods causes one critical side effect: lack of diversity in output samples. In order to accomplish both training stability and multimodal output generation, we propose novel training schemes with a new set of losses named moment reconstruction losses that simply replace the reconstruction loss. We show that our approach is applicable to any conditional generation tasks by performing thorough experiments on image-to-image translation, super-resolution and image inpainting using Cityscapes and CelebA dataset. Quantitative evaluations also confirm that our methods achieve a great diversity in outputs while retaining or even improving the visual fidelity of generated samples.", "keywords": ["conditional GANs", "conditional image generation", "multimodal generation", "reconstruction loss", "maximum likelihood estimation", "moment matching"], "authorids": ["soochan.lee@vision.snu.ac.kr", "kuc2477@gmail.com", "gunhee@snu.ac.kr"], "authors": ["Soochan Lee", "Junsoo Ha", "Gunhee Kim"], "TL;DR": "We prove that the mode collapse in conditional GANs is largely attributed to a mismatch between reconstruction loss and GAN loss and introduce a set of novel loss functions as alternatives for reconstruction loss.", "pdf": "/pdf/473a3a5d3a2eff94a55ca7dfedfd2f6682568082.pdf", "paperhash": "lee|harmonizing_maximum_likelihood_with_gans_for_multimodal_conditional_generation", "_bibtex": "@inproceedings{\nlee2018harmonizing,\ntitle={Harmonizing Maximum Likelihood with {GAN}s for Multimodal Conditional Generation},\nauthor={Soochan Lee and Junsoo Ha and Gunhee Kim},\nbooktitle={International Conference on Learning Representations},\nyear={2019},\nurl={https://openreview.net/forum?id=HJxyAjRcFX},\n}"}, "tags": [], "invitation": {"id": "ICLR.cc/2019/Conference/-/Paper855/Official_Comment", "rdate": null, "ddate": null, "expdate": null, "duedate": null, "tmdate": 1543621615174, "tddate": null, "super": null, "final": null, "reply": {"forum": "HJxyAjRcFX", "replyto": null, "readers": {"description": "Select all user groups that should be able to read this comment.", "value-dropdown-hierarchy": ["everyone", "ICLR.cc/2019/Conference/Paper855/Authors", "ICLR.cc/2019/Conference/Paper855/Reviewers", "ICLR.cc/2019/Conference/Paper855/Area_Chairs", "ICLR.cc/2019/Conference/Program_Chairs"]}, "nonreaders": {"values": ["ICLR.cc/2019/Conference/Paper855/Reviewers/Unsubmitted"]}, "signatures": {"description": "", "values-regex": "ICLR.cc/2019/Conference/Paper855/AnonReviewer[0-9]+|ICLR.cc/2019/Conference/Paper855/Authors|ICLR.cc/2019/Conference/Paper855/Area_Chair[0-9]+|ICLR.cc/2019/Conference/Program_Chairs"}, "writers": {"description": "Users that may modify this record.", "values-copied": ["ICLR.cc/2019/Conference", "{signatures}"]}, "content": {"title": {"order": 0, "value-regex": ".{1,500}", "description": "Brief summary of your comment.", "required": true}, "comment": {"order": 1, "value-regex": "[\\S\\s]{1,5000}", "description": "Your comment or reply (max 5000 characters).", "required": true}}}, "signatures": ["ICLR.cc/2019/Conference"], "readers": ["everyone"], "nonreaders": [], "invitees": ["ICLR.cc/2019/Conference/Paper855/Reviewers", "ICLR.cc/2019/Conference/Paper855/Authors", "ICLR.cc/2019/Conference/Paper855/Area_Chairs", "ICLR.cc/2019/Conference/Program_Chairs"], "noninvitees": [], "writers": ["ICLR.cc/2019/Conference"], "multiReply": true, "taskCompletionCount": null, "transform": null, "cdate": 1543621615174}}}, {"id": "B1l6yj-H0m", "original": null, "number": 3, "cdate": 1542949604883, "ddate": null, "tcdate": 1542949604883, "tmdate": 1542949604883, "tddate": null, "forum": "HJxyAjRcFX", "replyto": "rJxtHml92m", "invitation": "ICLR.cc/2019/Conference/-/Paper855/Official_Comment", "content": {"title": "Answers to Reviewer 3", "comment": "We are sincerely grateful for Reviewer 3\u2019s thoughtful review. Please see blue fonts in the newly uploaded draft to check how our paper is updated.\n\n1. Novelty\n===================================\nWe believe that our work has significant novelties as follows:\n\n(1) To the best of our knowledge, our work is the first to formally criticize the use of reconstruction loss in conditional GANs. We also connect this problem to mode collapse (lose of multimodality). Of the prior works in conditional generation tasks, several papers empirically mention the loss of stochasticity in conditional GANs. However, they fail to analyze why this happens or propose what solutions can solve this problem. On the other hand, we reveal that the GAN loss and the reconstruction loss cannot coexist in harmony, and propose a solution to overcome this problem.\n\n(2) We propose alternatives to the reconstruction loss to greatly improve the multimodality of conditional GANs. As Reviewer 3 pointed out, the components of our methods, MLE and moment matching, are well-established ideas. However, it is novel to combine them as a solution to the loss of multimodality in conditional generation. Furthermore, we think the simplicity of our methods is not a weakness but a strength, which makes our methods easily applicable to a wide range of conditional generation tasks.\n\n2. Specific comments on organization and drawn conclusions\n===================================\nWe reorganize section 3.2 and 4.4 to reflect Reviewer 3\u2019s suggestion. Specifically, we simplify section 3.2 and move some content about reconstruction loss from 4.4 to 3.2. \n\nWe agree with Reviewer 3 that the conclusion of section 4.4 may be rather over-stated. Our proof says that any generator cannot be optimal to both GAN and L2 loss simultaneously. It does not prove the generator is underperforming or suboptimal. Therefore, we remove the term \u2018suboptimal\u2019 and tone down the overall argument.\n\nWe also cite the papers that Reviewer 3 suggested.\n"}, "signatures": ["ICLR.cc/2019/Conference/Paper855/Authors"], "readers": ["everyone"], "nonreaders": ["ICLR.cc/2019/Conference/Paper855/Reviewers/Unsubmitted"], "writers": ["ICLR.cc/2019/Conference/Paper855/Authors", "ICLR.cc/2019/Conference"], "details": {"replyCount": 0, "writable": false, "overwriting": [], "revisions": false, "forumContent": {"title": "Harmonizing Maximum Likelihood with GANs for Multimodal Conditional Generation", "abstract": "Recent advances in conditional image generation tasks, such as image-to-image translation and image inpainting, are largely accounted to the success of conditional GAN models, which are often optimized by the joint use of the GAN loss with the reconstruction loss. However, we reveal that this training recipe shared by almost all existing methods causes one critical side effect: lack of diversity in output samples. In order to accomplish both training stability and multimodal output generation, we propose novel training schemes with a new set of losses named moment reconstruction losses that simply replace the reconstruction loss. We show that our approach is applicable to any conditional generation tasks by performing thorough experiments on image-to-image translation, super-resolution and image inpainting using Cityscapes and CelebA dataset. Quantitative evaluations also confirm that our methods achieve a great diversity in outputs while retaining or even improving the visual fidelity of generated samples.", "keywords": ["conditional GANs", "conditional image generation", "multimodal generation", "reconstruction loss", "maximum likelihood estimation", "moment matching"], "authorids": ["soochan.lee@vision.snu.ac.kr", "kuc2477@gmail.com", "gunhee@snu.ac.kr"], "authors": ["Soochan Lee", "Junsoo Ha", "Gunhee Kim"], "TL;DR": "We prove that the mode collapse in conditional GANs is largely attributed to a mismatch between reconstruction loss and GAN loss and introduce a set of novel loss functions as alternatives for reconstruction loss.", "pdf": "/pdf/473a3a5d3a2eff94a55ca7dfedfd2f6682568082.pdf", "paperhash": "lee|harmonizing_maximum_likelihood_with_gans_for_multimodal_conditional_generation", "_bibtex": "@inproceedings{\nlee2018harmonizing,\ntitle={Harmonizing Maximum Likelihood with {GAN}s for Multimodal Conditional Generation},\nauthor={Soochan Lee and Junsoo Ha and Gunhee Kim},\nbooktitle={International Conference on Learning Representations},\nyear={2019},\nurl={https://openreview.net/forum?id=HJxyAjRcFX},\n}"}, "tags": [], "invitation": {"id": "ICLR.cc/2019/Conference/-/Paper855/Official_Comment", "rdate": null, "ddate": null, "expdate": null, "duedate": null, "tmdate": 1543621615174, "tddate": null, "super": null, "final": null, "reply": {"forum": "HJxyAjRcFX", "replyto": null, "readers": {"description": "Select all user groups that should be able to read this comment.", "value-dropdown-hierarchy": ["everyone", "ICLR.cc/2019/Conference/Paper855/Authors", "ICLR.cc/2019/Conference/Paper855/Reviewers", "ICLR.cc/2019/Conference/Paper855/Area_Chairs", "ICLR.cc/2019/Conference/Program_Chairs"]}, "nonreaders": {"values": ["ICLR.cc/2019/Conference/Paper855/Reviewers/Unsubmitted"]}, "signatures": {"description": "", "values-regex": "ICLR.cc/2019/Conference/Paper855/AnonReviewer[0-9]+|ICLR.cc/2019/Conference/Paper855/Authors|ICLR.cc/2019/Conference/Paper855/Area_Chair[0-9]+|ICLR.cc/2019/Conference/Program_Chairs"}, "writers": {"description": "Users that may modify this record.", "values-copied": ["ICLR.cc/2019/Conference", "{signatures}"]}, "content": {"title": {"order": 0, "value-regex": ".{1,500}", "description": "Brief summary of your comment.", "required": true}, "comment": {"order": 1, "value-regex": "[\\S\\s]{1,5000}", "description": "Your comment or reply (max 5000 characters).", "required": true}}}, "signatures": ["ICLR.cc/2019/Conference"], "readers": ["everyone"], "nonreaders": [], "invitees": ["ICLR.cc/2019/Conference/Paper855/Reviewers", "ICLR.cc/2019/Conference/Paper855/Authors", "ICLR.cc/2019/Conference/Paper855/Area_Chairs", "ICLR.cc/2019/Conference/Program_Chairs"], "noninvitees": [], "writers": ["ICLR.cc/2019/Conference"], "multiReply": true, "taskCompletionCount": null, "transform": null, "cdate": 1543621615174}}}, {"id": "H1ljacZB0X", "original": null, "number": 2, "cdate": 1542949571258, "ddate": null, "tcdate": 1542949571258, "tmdate": 1542949571258, "tddate": null, "forum": "HJxyAjRcFX", "replyto": "S1gPNubqn7", "invitation": "ICLR.cc/2019/Conference/-/Paper855/Official_Comment", "content": {"title": "Answers to Reviewer 2", "comment": "We thank Reviewer 2 for positive and constructive reviews. Please see blue fonts in the newly uploaded draft to check how our paper is updated.\n\n1. Convergence speed\n===================================\nWe observe that our methods need more training steps (about 1.5x) to generate high-quality images compared to that with the reconstruction loss. It might be obvious because our methods train the model to generate a much wider range of outputs. We add some comments to Appendix B.1 regarding the convergence speed.\n\n2. Training stability\n===================================\nMLMM is similar to the reconstruction loss in terms of training stability. Encouragingly, our methods stably work with a large range of hyperparameter \\lambda. For example, the loss coefficient of MLMM is settable across several orders of magnitude (from tens to thousands) with similar results. However, as noted in the paper, MCMLE is unstable compared to MLMM.\n\n3. Why only MLMM_1 is not compared\n===================================\nDue to many combinations between our methods and tasks, we had to choose only a few of our methods for human evaluation. Although MLMM_1 and MLMM_{1/2} attained similar performance for all three tasks, we chose MLMM_{1/2} as the \u2018default\u2019 method because it better implements our idea - matching more statistics (i.e. not only means but also variances). \n"}, "signatures": ["ICLR.cc/2019/Conference/Paper855/Authors"], "readers": ["everyone"], "nonreaders": ["ICLR.cc/2019/Conference/Paper855/Reviewers/Unsubmitted"], "writers": ["ICLR.cc/2019/Conference/Paper855/Authors", "ICLR.cc/2019/Conference"], "details": {"replyCount": 0, "writable": false, "overwriting": [], "revisions": false, "forumContent": {"title": "Harmonizing Maximum Likelihood with GANs for Multimodal Conditional Generation", "abstract": "Recent advances in conditional image generation tasks, such as image-to-image translation and image inpainting, are largely accounted to the success of conditional GAN models, which are often optimized by the joint use of the GAN loss with the reconstruction loss. However, we reveal that this training recipe shared by almost all existing methods causes one critical side effect: lack of diversity in output samples. In order to accomplish both training stability and multimodal output generation, we propose novel training schemes with a new set of losses named moment reconstruction losses that simply replace the reconstruction loss. We show that our approach is applicable to any conditional generation tasks by performing thorough experiments on image-to-image translation, super-resolution and image inpainting using Cityscapes and CelebA dataset. Quantitative evaluations also confirm that our methods achieve a great diversity in outputs while retaining or even improving the visual fidelity of generated samples.", "keywords": ["conditional GANs", "conditional image generation", "multimodal generation", "reconstruction loss", "maximum likelihood estimation", "moment matching"], "authorids": ["soochan.lee@vision.snu.ac.kr", "kuc2477@gmail.com", "gunhee@snu.ac.kr"], "authors": ["Soochan Lee", "Junsoo Ha", "Gunhee Kim"], "TL;DR": "We prove that the mode collapse in conditional GANs is largely attributed to a mismatch between reconstruction loss and GAN loss and introduce a set of novel loss functions as alternatives for reconstruction loss.", "pdf": "/pdf/473a3a5d3a2eff94a55ca7dfedfd2f6682568082.pdf", "paperhash": "lee|harmonizing_maximum_likelihood_with_gans_for_multimodal_conditional_generation", "_bibtex": "@inproceedings{\nlee2018harmonizing,\ntitle={Harmonizing Maximum Likelihood with {GAN}s for Multimodal Conditional Generation},\nauthor={Soochan Lee and Junsoo Ha and Gunhee Kim},\nbooktitle={International Conference on Learning Representations},\nyear={2019},\nurl={https://openreview.net/forum?id=HJxyAjRcFX},\n}"}, "tags": [], "invitation": {"id": "ICLR.cc/2019/Conference/-/Paper855/Official_Comment", "rdate": null, "ddate": null, "expdate": null, "duedate": null, "tmdate": 1543621615174, "tddate": null, "super": null, "final": null, "reply": {"forum": "HJxyAjRcFX", "replyto": null, "readers": {"description": "Select all user groups that should be able to read this comment.", "value-dropdown-hierarchy": ["everyone", "ICLR.cc/2019/Conference/Paper855/Authors", "ICLR.cc/2019/Conference/Paper855/Reviewers", "ICLR.cc/2019/Conference/Paper855/Area_Chairs", "ICLR.cc/2019/Conference/Program_Chairs"]}, "nonreaders": {"values": ["ICLR.cc/2019/Conference/Paper855/Reviewers/Unsubmitted"]}, "signatures": {"description": "", "values-regex": "ICLR.cc/2019/Conference/Paper855/AnonReviewer[0-9]+|ICLR.cc/2019/Conference/Paper855/Authors|ICLR.cc/2019/Conference/Paper855/Area_Chair[0-9]+|ICLR.cc/2019/Conference/Program_Chairs"}, "writers": {"description": "Users that may modify this record.", "values-copied": ["ICLR.cc/2019/Conference", "{signatures}"]}, "content": {"title": {"order": 0, "value-regex": ".{1,500}", "description": "Brief summary of your comment.", "required": true}, "comment": {"order": 1, "value-regex": "[\\S\\s]{1,5000}", "description": "Your comment or reply (max 5000 characters).", "required": true}}}, "signatures": ["ICLR.cc/2019/Conference"], "readers": ["everyone"], "nonreaders": [], "invitees": ["ICLR.cc/2019/Conference/Paper855/Reviewers", "ICLR.cc/2019/Conference/Paper855/Authors", "ICLR.cc/2019/Conference/Paper855/Area_Chairs", "ICLR.cc/2019/Conference/Program_Chairs"], "noninvitees": [], "writers": ["ICLR.cc/2019/Conference"], "multiReply": true, "taskCompletionCount": null, "transform": null, "cdate": 1543621615174}}}, {"id": "Byer85ZHAQ", "original": null, "number": 1, "cdate": 1542949453433, "ddate": null, "tcdate": 1542949453433, "tmdate": 1542949515591, "tddate": null, "forum": "HJxyAjRcFX", "replyto": "Hyxkbojj2Q", "invitation": "ICLR.cc/2019/Conference/-/Paper855/Official_Comment", "content": {"title": "Answers to Reviewer 1", "comment": "We thank Reviewer 1 for your encouraging and constructive comments. Please see blue fonts in the newly uploaded draft to check how our paper is updated.\n\n1. Ablation experiments\n===================================\nWe carry out the ablation experiments and present the results in appendix G (page 22). The results are indeed interesting. When trained with MLMM_1 or MCMLE_1 only, the outputs are indistinguishable from those with the reconstruction loss only, since there is no variation-inducing term to generate diverse output. In the case of MLMM_{1/2} and MCMLE_{1/2}, the model shows high variation in the output. However, the patterns of the variations differ greatly. Specifically, MLMM_{1/2} shows variations in low-frequency while MCMLE_{1/2} shows those in high-frequency.\n\nWe also add experiments of using GAN loss, MLMM_{1/2} loss, and reconstruction loss altogether. Whiling fixing the coefficient of GAN loss and MLMM loss to 1 and 10 respectively, we gradually increase the coefficient of reconstruction loss from 0 to 100. We find that the output variation decreases as the reconstruction loss increases. Interestingly, the sample quality is high when the reconstruction loss is absolutely zero or dominated by the MLMM loss. In contrast, the samples show poor quality when the reconstruction coefficient is 1 or 10. It seems that either method can assist the GAN loss to find visually appealing local optima but the joint use of them leads to a troublesome behavior.\n\n2. Shortcomings of un-correlated Gaussian\n===================================\nThis is a very interesting and profound question that may need to be further investigated in the future work. In summary, we believe that incorporating more statistics is not guaranteed to improve the performance, and un-correlated Gaussian may not be a bad choice.\n\nAn ideal GAN loss can match with any kind of statistics since it minimizes the JS divergence between sample distribution and real distribution. In this sense, additional loss term should be regarded as a \u2018guidance\u2019 signal, while the key player is still the GAN loss. However, it is unclear whether a tighter guidance necessarily yields better outputs.\n\nRegarding the tightness of guidance, the loss terms can be ordered as follows:\nMLMM_1 = MCMLE_1 < MLMM_{1/2} = MCMLE_{1/2} < general covariance Gaussian.\n\nInterestingly, our qualitative evaluations show that MLMM_1 and MCMLE_1 generate comparable or even better outputs compared to MLMM_{1/2} and MCMLE_{1/2}. That is, matching means could be enough to guide GAN training in many cases. Adding more statistics may be helpful in some cases, but generally may not improve the performance. Moreover, we should consider the errors arising from the statistics prediction because a wrong estimation of statistics can even misguide the GAN training. \n\nPlease see blue fonts in section 5.2 of the newly uploaded draft to check how our paper is updated.\n"}, "signatures": ["ICLR.cc/2019/Conference/Paper855/Authors"], "readers": ["everyone"], "nonreaders": ["ICLR.cc/2019/Conference/Paper855/Reviewers/Unsubmitted"], "writers": ["ICLR.cc/2019/Conference/Paper855/Authors", "ICLR.cc/2019/Conference"], "details": {"replyCount": 0, "writable": false, "overwriting": [], "revisions": false, "forumContent": {"title": "Harmonizing Maximum Likelihood with GANs for Multimodal Conditional Generation", "abstract": "Recent advances in conditional image generation tasks, such as image-to-image translation and image inpainting, are largely accounted to the success of conditional GAN models, which are often optimized by the joint use of the GAN loss with the reconstruction loss. However, we reveal that this training recipe shared by almost all existing methods causes one critical side effect: lack of diversity in output samples. In order to accomplish both training stability and multimodal output generation, we propose novel training schemes with a new set of losses named moment reconstruction losses that simply replace the reconstruction loss. We show that our approach is applicable to any conditional generation tasks by performing thorough experiments on image-to-image translation, super-resolution and image inpainting using Cityscapes and CelebA dataset. Quantitative evaluations also confirm that our methods achieve a great diversity in outputs while retaining or even improving the visual fidelity of generated samples.", "keywords": ["conditional GANs", "conditional image generation", "multimodal generation", "reconstruction loss", "maximum likelihood estimation", "moment matching"], "authorids": ["soochan.lee@vision.snu.ac.kr", "kuc2477@gmail.com", "gunhee@snu.ac.kr"], "authors": ["Soochan Lee", "Junsoo Ha", "Gunhee Kim"], "TL;DR": "We prove that the mode collapse in conditional GANs is largely attributed to a mismatch between reconstruction loss and GAN loss and introduce a set of novel loss functions as alternatives for reconstruction loss.", "pdf": "/pdf/473a3a5d3a2eff94a55ca7dfedfd2f6682568082.pdf", "paperhash": "lee|harmonizing_maximum_likelihood_with_gans_for_multimodal_conditional_generation", "_bibtex": "@inproceedings{\nlee2018harmonizing,\ntitle={Harmonizing Maximum Likelihood with {GAN}s for Multimodal Conditional Generation},\nauthor={Soochan Lee and Junsoo Ha and Gunhee Kim},\nbooktitle={International Conference on Learning Representations},\nyear={2019},\nurl={https://openreview.net/forum?id=HJxyAjRcFX},\n}"}, "tags": [], "invitation": {"id": "ICLR.cc/2019/Conference/-/Paper855/Official_Comment", "rdate": null, "ddate": null, "expdate": null, "duedate": null, "tmdate": 1543621615174, "tddate": null, "super": null, "final": null, "reply": {"forum": "HJxyAjRcFX", "replyto": null, "readers": {"description": "Select all user groups that should be able to read this comment.", "value-dropdown-hierarchy": ["everyone", "ICLR.cc/2019/Conference/Paper855/Authors", "ICLR.cc/2019/Conference/Paper855/Reviewers", "ICLR.cc/2019/Conference/Paper855/Area_Chairs", "ICLR.cc/2019/Conference/Program_Chairs"]}, "nonreaders": {"values": ["ICLR.cc/2019/Conference/Paper855/Reviewers/Unsubmitted"]}, "signatures": {"description": "", "values-regex": "ICLR.cc/2019/Conference/Paper855/AnonReviewer[0-9]+|ICLR.cc/2019/Conference/Paper855/Authors|ICLR.cc/2019/Conference/Paper855/Area_Chair[0-9]+|ICLR.cc/2019/Conference/Program_Chairs"}, "writers": {"description": "Users that may modify this record.", "values-copied": ["ICLR.cc/2019/Conference", "{signatures}"]}, "content": {"title": {"order": 0, "value-regex": ".{1,500}", "description": "Brief summary of your comment.", "required": true}, "comment": {"order": 1, "value-regex": "[\\S\\s]{1,5000}", "description": "Your comment or reply (max 5000 characters).", "required": true}}}, "signatures": ["ICLR.cc/2019/Conference"], "readers": ["everyone"], "nonreaders": [], "invitees": ["ICLR.cc/2019/Conference/Paper855/Reviewers", "ICLR.cc/2019/Conference/Paper855/Authors", "ICLR.cc/2019/Conference/Paper855/Area_Chairs", "ICLR.cc/2019/Conference/Program_Chairs"], "noninvitees": [], "writers": ["ICLR.cc/2019/Conference"], "multiReply": true, "taskCompletionCount": null, "transform": null, "cdate": 1543621615174}}}, {"id": "B1e85wUE67", "original": null, "number": 1, "cdate": 1541855118146, "ddate": null, "tcdate": 1541855118146, "tmdate": 1541855182298, "tddate": null, "forum": "HJxyAjRcFX", "replyto": "HJxyAjRcFX", "invitation": "ICLR.cc/2019/Conference/-/Paper855/Public_Comment", "content": {"comment": "Hi, \nI think this is an interesting work for improving the diversity of cGAN.\nBut I have some questions:\n1. The analysis in section 4.4 give a proof to mode collapse of some cGANs, such as pix2pix or UNIT. But the proof is not supported to the model that encode the laten representation to help generate images (Var(y|x,c)=0 is ok in this case), such as BicycleGAN or MUNIT. Right?\n\n2. The diversity scores in Table 1.(a) are remarkable. It will be interesting if you can present more comparisons with BicycleGAN in different tasks.", "title": "About suboptimal generator"}, "signatures": ["(anonymous)"], "readers": ["everyone"], "nonreaders": [], "writers": ["(anonymous)", "ICLR.cc/2019/Conference"], "details": {"replyCount": 0, "writable": false, "overwriting": [], "revisions": false, "forumContent": {"title": "Harmonizing Maximum Likelihood with GANs for Multimodal Conditional Generation", "abstract": "Recent advances in conditional image generation tasks, such as image-to-image translation and image inpainting, are largely accounted to the success of conditional GAN models, which are often optimized by the joint use of the GAN loss with the reconstruction loss. However, we reveal that this training recipe shared by almost all existing methods causes one critical side effect: lack of diversity in output samples. In order to accomplish both training stability and multimodal output generation, we propose novel training schemes with a new set of losses named moment reconstruction losses that simply replace the reconstruction loss. We show that our approach is applicable to any conditional generation tasks by performing thorough experiments on image-to-image translation, super-resolution and image inpainting using Cityscapes and CelebA dataset. Quantitative evaluations also confirm that our methods achieve a great diversity in outputs while retaining or even improving the visual fidelity of generated samples.", "keywords": ["conditional GANs", "conditional image generation", "multimodal generation", "reconstruction loss", "maximum likelihood estimation", "moment matching"], "authorids": ["soochan.lee@vision.snu.ac.kr", "kuc2477@gmail.com", "gunhee@snu.ac.kr"], "authors": ["Soochan Lee", "Junsoo Ha", "Gunhee Kim"], "TL;DR": "We prove that the mode collapse in conditional GANs is largely attributed to a mismatch between reconstruction loss and GAN loss and introduce a set of novel loss functions as alternatives for reconstruction loss.", "pdf": "/pdf/473a3a5d3a2eff94a55ca7dfedfd2f6682568082.pdf", "paperhash": "lee|harmonizing_maximum_likelihood_with_gans_for_multimodal_conditional_generation", "_bibtex": "@inproceedings{\nlee2018harmonizing,\ntitle={Harmonizing Maximum Likelihood with {GAN}s for Multimodal Conditional Generation},\nauthor={Soochan Lee and Junsoo Ha and Gunhee Kim},\nbooktitle={International Conference on Learning Representations},\nyear={2019},\nurl={https://openreview.net/forum?id=HJxyAjRcFX},\n}"}, "tags": [], "invitation": {"id": "ICLR.cc/2019/Conference/-/Paper855/Public_Comment", "rdate": null, "ddate": null, "expdate": null, "duedate": null, "tmdate": 1542311736888, "tddate": null, "super": null, "final": null, "reply": {"signatures": {"values-regex": "~.*|\\(anonymous\\)", "description": "How your identity will be displayed."}, "nonreaders": {"values": []}, "forum": "HJxyAjRcFX", "readers": {"description": "Select all user groups that should be able to read this comment.", "value-dropdown-hierarchy": ["everyone", "ICLR.cc/2019/Conference/Paper855/Authors", "ICLR.cc/2019/Conference/Paper855/Reviewers", "ICLR.cc/2019/Conference/Paper855/Area_Chairs", "ICLR.cc/2019/Conference/Program_Chairs"]}, "replyto": null, "content": {"comment": {"value-regex": "[\\S\\s]{1,5000}", "required": true, "order": 1, "description": "Your comment or reply (max 5000 characters)."}, "title": {"value-regex": ".{1,500}", "required": true, "order": 0, "description": "Brief summary of your comment."}}, "writers": {"description": "Users that may modify this record.", "values-copied": ["ICLR.cc/2019/Conference", "{signatures}"]}}, "signatures": ["ICLR.cc/2019/Conference"], "readers": ["everyone"], "nonreaders": [], "invitees": ["~"], "noninvitees": ["ICLR.cc/2019/Conference/Paper855/Authors", "ICLR.cc/2019/Conference/Paper855/Reviewers", "ICLR.cc/2019/Conference/Paper855/Area_Chairs", "ICLR.cc/2019/Conference/Program_Chairs"], "writers": ["ICLR.cc/2019/Conference"], "multiReply": true, "taskCompletionCount": null, "transform": null, "cdate": 1542311736888}}}, {"id": "S1gPNubqn7", "original": null, "number": 2, "cdate": 1541179438988, "ddate": null, "tcdate": 1541179438988, "tmdate": 1541533633904, "tddate": null, "forum": "HJxyAjRcFX", "replyto": "HJxyAjRcFX", "invitation": "ICLR.cc/2019/Conference/-/Paper855/Official_Review", "content": {"title": "An interesting paper in analyzing and improving model collapse problems in conditional GANs", "review": "This paper analyzes the model collapse problems on training conditional GANs and attribute it to the mismatch between GAN loss and reconstruction loss. This paper also proposes new types of reconstruction loss by measuring higher statistics for better multimodal conditional generation.\n\nPros:\n1.\tThe analysis in Sec 4.4 is insightful, which partially explains the success of MLMM and MCMLE over previous method in generating diverse conditional outputs.\n2.\tThe paper is well written and easy to follow.\n\nCons:\nAnalysis on the experiments is a little insufficient, as shown below.\n\nI have some questions (and suggestions) about experiments. \n1.\tHow does the training process affected by changing the reconstruction loss (e.g., how the training curve changes?)? Do MLMM and MCMLE converge slower or faster than the original ones? What about training stability? \n2.\tWhy only MLMM_1 is not compared with other methods on SRGAN-celebA and GLCIC-A? From pix2pix cases it seems that Gaussian MLMM_1 performs much better than MLMM_{1/2}.\n", "rating": "7: Good paper, accept", "confidence": "3: The reviewer is fairly confident that the evaluation is correct"}, "signatures": ["ICLR.cc/2019/Conference/Paper855/AnonReviewer2"], "readers": ["everyone"], "nonreaders": [], "writers": ["ICLR.cc/2019/Conference"], "details": {"replyCount": 0, "writable": false, "overwriting": [], "revisions": false, "forumContent": {"title": "Harmonizing Maximum Likelihood with GANs for Multimodal Conditional Generation", "abstract": "Recent advances in conditional image generation tasks, such as image-to-image translation and image inpainting, are largely accounted to the success of conditional GAN models, which are often optimized by the joint use of the GAN loss with the reconstruction loss. However, we reveal that this training recipe shared by almost all existing methods causes one critical side effect: lack of diversity in output samples. In order to accomplish both training stability and multimodal output generation, we propose novel training schemes with a new set of losses named moment reconstruction losses that simply replace the reconstruction loss. We show that our approach is applicable to any conditional generation tasks by performing thorough experiments on image-to-image translation, super-resolution and image inpainting using Cityscapes and CelebA dataset. 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{"poster":"LodeAlSole","date":"2016-06-21T15:31:32.368+0000","title":"Commentare i post riot","subforum":"Discussioni generali","up_votes":2,"down_votes":2,"body":"Oggi volevo commentare il post della riot, ma ... mi dice: non abilitato! Che significa? Non posso lasciare il mio commento? :(","replies":[{"poster":"Chroniicles","date":"2016-06-21T15:43:53.129+0000","up_votes":1,"down_votes":1,"body":"Devi essere abilitato manualmente. Passa da questo topic: http://boards.euw.leagueoflegends.com/it/c/aiuto-e-supporto-it/0Bk16AH7-non-sei-autorizzato-a-postare-sul-sito-ufficiale-entra-qui","replies":[]}]} |
{"poster":"IgnacioGvP","date":"2017-09-27T01:07:00.598+0000","title":"Ideas de como mejorar estas runas para Aurelion Sol?","subforum":"Guias y consejos","embed":{"description":"Se acercan las runas nuevas. Esta herramienta te permite experimentar con armados en este momento.","url":"http://las.leagueoflegends.com/es/featured/preseason-update/8200-8230?build=22010326","image":"https://lolstatic-a.akamaihd.net/frontpage/apps/prod/preseason-2018/es_AR/1ff45d032bd7acd38e0762e6d48b859f46e5ff49/assets/img/runeBuilder/share/8200-8230.jpg"},"up_votes":4,"down_votes":1,"body":"Creo que la velocidad de movimiento y activa de los objetos le beneficiará mucho.","replies":[{"poster":"Auren Seven","date":"2017-09-30T23:44:25.706+0000","up_votes":1,"down_votes":0,"body":"No creo que funcione esa Runa Clave con Aurelion, dice que para activarse necesita 3 habilidades unicas o 3 ataques(AA). La unica manera de que funcione es hacer Q - W - Basico, o Basico - Basico - W(En cualquier orden en realidad). Nose es una runa pensada para Ryze mas que nada.\nDespues la rama de Inspiración no me gusto, el Zhonya no es un item indispensable, es bastante ocasional, no creo que la Runa \"Momento Oportuno\" funcione. Tampoco la de enfriamiento, no es un campeon que necesite CDR, no le hace falta.\n\nhttp://las.leagueoflegends.com/es/featured/preseason-update/8200-8229?build=21111338\n\nAsi lo armaria yo, si es que no modifican \"Fase Veloz\" para que funcione igual que la maestria actual.","replies":[]},{"poster":"Maiev Shadowsong","date":"2017-09-27T02:05:45.147+0000","up_votes":1,"down_votes":1,"body":"Pero deja que la gente invente su estilo de runas{{sticker:sg-soraka}}","replies":[{"poster":"Liliths","date":"2017-09-27T02:30:02.524+0000","up_votes":1,"down_votes":0,"body":"Da igual, todo el mundo va a usar las más rotas.","replies":[]}]}]} |
{"title":"善子「私って実は魔法使いなの」","url":"http://blog.livedoor.jp/ikaros73-sss/archives/55627908.html","time":"2017-07-24 17:26:29 UTC"} |
{
"date": "09-06-2021 15:38:10",
"link": "https://de.wikipedia.org/wiki/A%5FVery%5FMurray%5FChristmas",
"title": "A Very Murray Christmas",
"category": "Weihnachtsfilm",
"text": "Der bekannte Entertainer Bill Murray soll im ber\u00fchmten Carlyle Hotel in New York City ein Weihnachtsspecial mit vielen prominenten G\u00e4sten moderieren. Aufgrund eines Schneesturms ist New York jedoch von der Au\u00dfenwelt abgeschnitten, und er steht allein auf der B\u00fchne. Er will schon kurz nach Beginn der Sendung hinschmei\u00dfen, trifft aber zuf\u00e4llig auf Chris Rock und f\u00fchrt mit ihm die Sendung bis zu einem Stromausfall fort. Anschlie\u00dfend feiert er mit ein paar Angestellten und G\u00e4sten des Hotels in der Bar zusammen Weihnachten und singt mit ihnen bekannte Weihnachtslieder.\n"
} |
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{"title":"Milf Gape DVDRip","uid":7717720,"size":1467787264,"categoryP":"porn","categoryS":"movies","magnet":"?xt=urn:btih:dd71949a892d9c76564b419324f811a7685d9cad&dn=Milf+Gape+DVDRip&tr=udp%3A%2F%2Ftracker.openbittorrent.com%3A80&tr=udp%3A%2F%2Fopen.demonii.com%3A1337&tr=udp%3A%2F%2Ftracker.coppersurfer.tk%3A6969&tr=udp%3A%2F%2Fexodus.desync.com%3A6969","seeders":0,"leechers":1,"uploader":"irealu69","files":-1,"time":1349977058,"description":"Milf Gape DVDRip\n~~~~~~~~~~~~~~~~\n\nFor MILF Gape, an anal-themed collection of dirty vignettes from the Buttman Choice line of fetishy specialty videos, classic American Latina cutie Francesca Le and well-hung porn stud Mark Wood collectively LeWood Productions have created four sexy vignettes of intense, no-holes-barred sodomy starring mature, seasoned beauties that love taking big cocks up the ass. These hot mamas get off on feeling pricks pumping their bungholes and stretching their sphincters. First, sultry brunette India Summer dons a kinky, provocative get-up and leaves a romantic trail of rose petals to entice her husband for an afternoon fuck. But her neglectful spouse has sent an employee home for some work material. India takes advantage of the opportunity, treating the lucky worker to an intimate blow job and a session in illicit ass banging that leaves her rosebud gaping and her mouth filled with hot semen. Next is Francesca as a stunning older lady who doesnt want her daughter to date tattooed hip-hop slacker Chris Strokes. When t\nheyre alone her disapproval turns to lust, and soon Francescas sweet bunghole is getting reamed hard and dilated widely, with plenty of ass-to-mouth cocksucking. Mark confronts redheaded cougar Syren De Mer with evidence of adultery, then ravages her cheating butthole, even stuffing her lovers letter inside Syrens punished rectum. Finally, gorgeous Veronica Avluv uses her oral and anal talents to get her sons school application some special consideration, leaving the experienced fox dripping with sweat and semen. MILF Gape shows the animalistic anal jamming of the cougar set.\n\nScreenshots:\n~~~~~~~~~~~~\n <a href="\nhttp://www.picturescream.com/imagehost/?v=24982443734281808269.jpg" rel="nofollow" target="_NEW">\nhttp://www.picturescream.com/imagehost/?v=24982443734281808269.jpg</a>\n <a href="\nhttp://www.picturescream.com/imagehost/?v=27114589513478325256.jpg" rel="nofollow" target="_NEW">\nhttp://www.picturescream.com/imagehost/?v=27114589513478325256.jpg</a>\n <a href="\nhttp://www.picturescream.com/imagehost/?v=01331374388701943487.jpg" rel="nofollow" target="_NEW">\nhttp://www.picturescream.com/imagehost/?v=01331374388701943487.jpg</a>\n\n\nVideos Info:\n~~~~~~~~~~~~\nSize: 1.367 GB\nDuration: 2h 39min\nResolution: 624x352","torrent":{"xt":"urn:btih:dd71949a892d9c76564b419324f811a7685d9cad","amp;dn":"Milf+Gape+DVDRip","amp;tr":["udp%3A%2F%2Ftracker.openbittorrent.com%3A80","udp%3A%2F%2Fopen.demonii.com%3A1337","udp%3A%2F%2Ftracker.coppersurfer.tk%3A6969","udp%3A%2F%2Fexodus.desync.com%3A6969"],"infoHash":"dd71949a892d9c76564b419324f811a7685d9cad","infoHashBuffer":{"type":"Buffer","data":[221,113,148,154,137,45,156,118,86,75,65,147,36,248,17,167,104,93,156,173]},"announce":[],"urlList":[]}} |
{
"directions": [
"Preheat oven to 350 degrees F (175 degrees C). Grease and flour one 10 inch bundt pan.",
"Combine cake mix, pudding mix, eggs, water, and oil in a large bowl. Beat at medium speed for 2 minutes. Pour into prepared pan.",
"Bake at 350 degrees F (175 degrees C) for 50 to 60 minutes. Let cake cool in pan for 10 minutes then remove from pan and let cool completely. Sprinkle with confectioner's sugar or frost with lemon frosting, if desired."
],
"ingredients": [
"1 (18.25 ounce) package lemon cake mix",
"1 (3 ounce) package instant lemon pudding mix",
"4 eggs",
"1 cup water",
"1/3 cup vegetable oil"
],
"language": "en-US",
"source": "allrecipes.com",
"tags": [],
"title": "Lemon Pound Cake II",
"url": "http://allrecipes.com/recipe/7716/lemon-pound-cake-ii/"
}
|
{"poster":"Autist in Jungle","date":"2016-12-23T00:02:37.637+0000","title":"Suchen 3 Leute für FLEX Queue, sind Silber mit Luft nach oben :D","subforum":"Clans & Teams","up_votes":1,"down_votes":0,"body":"Yo, Titel sagt alles.\r\n\r\nEinfach adden: LCD Monster , \r\n\r\nschööööööööööne Feiertage euch","replies":[{"poster":"Gh3tt0Blas3","date":"2016-12-23T13:34:45.631+0000","up_votes":0,"down_votes":1,"body":"bin zwar nur Level 29 aber möchte mich bessern und noch andere seiten von lol kennen lernen. ich hoffe ich kann euch beitreten oder vielleicht erstmal ein game spielen oder sowas, hoffe ihr blast mich nicht gleich ab wegen meines Levels....aber fals ihr das tut, verständlich","replies":[]}]} |
{
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