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Theorem REF (large {{formula:01c9fb27-a834-46cb-b642-bdeea2bb1faf}} ) follows from Theorem REF and a result of Lenstra {{cite:777a3b8df3d6ec3e09d4c9acea50ee64b6ea53f4}} (cf. Kannan {{cite:75b1fa7773c98ff81f8b1c5d63cfb64effc60c47}}), that shows {{formula:606f3f46-8e3c-43d8-8d6a-da106d59de0c}} is fixed-parameter tract...
m
f210d10b56c6bb1748f56a00af492e36
We extend this framework to work with high-resolution histopathology images by making several adjustments. First, for our generative backbone we use StyleGAN2-ADA {{cite:b7872aef23b2b1eb828ab8af23053a0f99614c7e}}, which has been proven to work well in limited data settings with histopathology images. Second, unlike {{c...
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Recently, a lot of substantial progress has been made towards research on automated radiology report generation models. Most frameworks adopt the encoder-decoder architecture {{cite:4256c9be9f2ce8ebcfe358443be65bd508bd68f5}}, {{cite:0685f86ca3c1bf529e5711985feb32f2bba8efef}}, {{cite:e06d887e00311b8ef89c7ddc09b466e24880...
i
3b90dd858a2adbffa98d310ad0229d76
In particular, extremal black holes play a key role in various types of gedanken experiments that have been designed to challenge the Penrose cosmic censorship conjecture {{cite:72ea27405021d36ebd54f2abd721f48709db02d7}}, {{cite:868c0a7d63b09e8d15497f29cc3d14080630055f}}, {{cite:395643d1e91f0a5552fb220d56477c46774a04ab...
i
d631920d09816d1a698739ea0dd9bf6d
We employ an off-the-shelf pre-trained language model T5 {{cite:fd0b3ec211cfc78f72efb7c027304e992eb79861}}, experimenting with both the T5-Base and T5-Large variants. For all DocuT5 variants, we serialized the database schema by enumerating the table and column names, similar to {{cite:13b834c70a142371b3bc3a56dba5eb209...
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aa87629416df6c0297866ffc21743a48
In the X-ray band, we find that the luminosity of the soft Comptonization component {{formula:a40fd357-cbb6-4d93-8a1b-7cdc1e599843}} correlates well with the hard component {{formula:44b75bf5-7a05-4d34-89f6-902140ccd750}} . While there is some evidence that the high energy index {{formula:f4e6d7dc-5f36-4634-81ad-191f3...
d
398c7f925893e38d6c6a092d9f505fb8
Graph matching is a term used in machine learning for the problem of measuring the similarity of graphs (e.g., {{cite:65c6517f133d0cc9302e06017a2c30f1e24e0a43}}), where it has its applications in pattern recognition. However, there is no universally agreed-upon notion of similarity, and a popular notion, the graph edit...
i
073c418145254565d3e1d83ae24d83e5
Transitions as Features. The pattern of probabilistic finite state transition that the sr-RNN learnt can be used as a representation. Figure REF shows the t-SNE {{cite:01211e3503b38ca9c44d997cf0d86203233bf9ad}} of finite state transition probabilities for test samples. We find that the transition probabilities of cate...
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Table REF compares the SwinV2-G model with previous largest/best vision models on ImageNet-1K V1 and V2 classification. SwinV2-G is the largest among all previous dense vision models. It achieves 84.0% top-1 accuracy on ImageNet V2 benchmark, which is +0.7% higher than previous best one (83.3%). Nevertheless, our accu...
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2794f7b8083d4ca8936932a4b378650d
The timescale of Oort-cloud formation is probably closely connected to the birth environment of the Solar System {{cite:6e048ff130e4ea81307f8d037b358a27c7335a38}}. If born in a star cluster, as argued by {{cite:8e98d7e03a5ee345e3a6f80fffbea03bdca9458c}}, {{cite:d0548fd8f2f7c5416715f018dca36c71998a6c84}}, {{cite:e165f97...
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fdb4418cb6611f2edd52a7d3bd929b80
In this work we investigate Borromean states in discrete-time quantum walks (DTQWs) {{cite:f87d51d425461b7121d545cb0e9cc17f313c43f5}}, {{cite:c58d58e982954d39149d430805b4f6ca01f92622}}, a basic model of quantum particle-dynamics that is known to simulate a broad range of physical phenomena and was already implemented o...
i
d5ab467a1c1ab9f932ec08384effbb68
Efficient exploration in the absence of dense reward signals is a long-standing problem in reinforcement learning {{cite:26f3ca43baa7fc5d2e4f124b0803d1f69fd4f9cf}}. Without dense extrinsic signals, a promising alternative is to define suitable auxiliary intrinsic signals that can help the agent in exploring its environ...
i
6921284d7dd1495579cc00938a31c129
We use the pairing model to generate random {{formula:30129f0c-8104-4e94-8604-d558d4362f5e}} -regular graphs with {{formula:253059fa-dcd2-4f3e-84e4-1921bc4f6abd}} vertices, where {{formula:08f69838-502f-43fc-b4ae-5a39bed95ed4}} is assumed to be even. The model was introduced by Bollobás {{cite:9d1688bc90773b10c7625cf...
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91cd8ed7f3962f57bd42089dbb98510d
In lower dimensions, one observes a broader spectrum of string-derived supergravity theories, but these nevertheless show some intricate structures not naively expected from field theory considerations. For example, the rank {{formula:a5ce5eb1-da1e-433d-8a6a-e42671f14755}} of the gauge group in known string compactifi...
i
706ccb1c794bbc51ff0146e618ddedff
The class of almost periodic functions was introduced by the Danish mathematician H. Bohr around 1924-1926 and later reconsidered by many others. Suppose that {{formula:2a8fb4a2-2049-44bd-bcdc-4fabedddf073}} is either {{formula:5e22d9fe-2fdc-47b4-8847-be4bdeb2a44c}} or {{formula:2eb22031-b4c7-4c22-8584-f6ae46346542}}...
i
8389075a1bea00799a5c3715970fb6f5
What I did in my paper {{cite:d3643043a09d1753bd14babe4b289d33760f8d7f}} is realize that what Berry was doing was simple and standard geometry in the exact same setting as TKNN. I'd learned in the meantime that the TKNN integers were called the Chern invariant and the curvature {{formula:73fc5bb1-9ede-43ef-bf9b-15fc04d...
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We first compare with methods exploiting high-frequency features, i.e., SRMNet {{cite:894cf28b3bc78758d99c471be5dc6eeaf195a3c5}}, Bayar Conv {{cite:a9befb8e5e15423a14253ca788e9e24b501d6544}}, SSTNet {{cite:86e42b0c531f9bbf9d3e74c4074a60d7d642cd7a}}, and F3Net {{cite:6b084e1db955c4fd1024999f59b078d46b921f53}}. The forme...
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In the analysis above, we always assume {{formula:d764e60f-2535-42e1-ba70-3ae209df5485}} as expected in the realistic case for non-leptonic decays given their present sensitivity. This also provides conservative bounds, as any other final state (e.g. leptons) would be easier to detect. The most important caveat concer...
d
eeb5b4b6b9c02ac816a9098fb120e5e4
For the NSFC population (a), time triggers from DECIGO+ will result in {{formula:31b4ee26-f78c-42d6-8a91-e8d6a67c7374}} . For Ult. DECIGO, {{formula:789894bb-e29e-4b5f-a6f5-5c6b96d4991b}} is expected. For the mixed population (b), the prospects increase substantially for DECIGO+, where it can help detect {{formula:f36...
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c86d77bcb0cf291ff9eeedf4fa080346
Here the images of {{formula:6a9d4e81-c9d1-4911-8597-d5e2ba38d8d1}} in {{formula:1d1bcfde-c39f-4800-b4cc-feab5beff3d4}} are root vectors for {{formula:3cb96859-b5a3-447d-a41a-e6afd35bafdd}} in root spaces {{formula:ca91273c-0acf-4889-99ea-af5585d59fab}} and {{formula:6b367eac-c7e0-42da-aa92-216b2bda5815}} respect...
i
a95e2f9bb965083b616af7fbdd34221e
Most existing datasets for training overhead object detectors are labeled with horizontal bounding boxes {{cite:dcb90fccfbdf85a50ca23e8c176172999bc2aa7e}}{{cite:47ae0025b84cb260bbf450e885aa59dd540b4b44}}{{cite:e5c10084ddc46433e03eb1ec8bc0e0d363cf76d9}}{{cite:707fded8c14abdf0ee823f2dec6ff2539ea718e9}}{{cite:a79bfde6eab9...
i
b1d8f87970ae65c7efc4ef8e2dba65f8
Theorem 1 ({{cite:6857d34904730f8ef972101fa2c87b5844512e5d}}) We have {{formula:e13fee8a-632b-4595-8bb3-5b9f4087a1da}} if {{formula:9d8f09ab-0fe5-413d-98b8-9062438db2a1}}
r
6bde1317d9aa800f21f07ed02a61f491
Remark. If the Conjecture on the Finiteness of Central Configurations is true {{cite:4c964d0fa8d341704ba54c4cb23bd69047e6e4cc}}, {{cite:2c536a13005e1e2e36605586aed3a96f98307469}}, {{cite:b3e0c6675aa5661f74baa96709df96dc3aa88622}}, then the Corollary REF is obvious, but we don't need this hypothesis here, so the Coroll...
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69174ce4a6e70a011c75307c16c43223
where {{formula:7b86b362-26cb-4ca2-b529-e40d8a8c09f0}} and {{formula:c8cb7c03-fc61-455a-8a2f-1f0b867c37dc}} are independent variables, and {{formula:3bc7667f-d9fd-4ddd-956c-2e580e72fc33}} is the skew Schur function {{formula:f5f9aafe-8280-4d16-aa7f-3c1863ede031}} specialized to the case in which the symmetric power...
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ff1792e62dc8d0d3d6fa0f788df3b6ac
One of the challenges in audio captioning is to address the lack of training data {{cite:21859a7ba9c2208db5dc5beb904b856646f7683f}}. Typical datasets in audio captioning, AudioCaps {{cite:85fa197a97e1dbc0591bc080ba38f95ca43a84c0}} and Clotho {{cite:90517b0bfb9d9093daa72a3163e4d69d67429421}}, contain only 49,838 and 14,...
i
d322f47f6af832e5d43743544411b0ac
In our search for methods that model scientific specialties as networks of journal papers and enable the identification of thematic structures in those networks, we applied the algorithm developed by Lancichinetti, Fortunas, and Kertesz {{cite:19a28994d48c526bf0dfd9f5ad23b8397b4d35e5}}. This LFK algorithm is well suite...
i
bae27f62927d4ec5f74931be7fcb3f67
Due to computational feasibility (ExpGrad needs to store all intermediate models at prediction time), we combine Grid Search with FIFA for the CelebA dataset and ResNet-18 and use both Grid Search and Exponentiated Gradient on the AdultIncome with logistic regression. Besides {{formula:cd45d7c6-c781-42f8-9808-f40b92546...
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ac659a6b3ffcb8d4a368915a4bd1fd80
For the first problem, inspired by compositional generative models {{cite:94e3fcb704ac3636096114adb2f150d0eddf486f}}, {{cite:e7c80ac82810e3a8e5f832e34c1e5715714b7a73}}, {{cite:e9e001fc27bbb088795ad3a60671f290b2a0883f}}, we introduce local generators and a compositional synthesis procedure as the inductive bias. For the...
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0571c4e445fc786cd146869a8b40c5f4
Moreover, one can estimate the value function terms {{formula:5ae58284-de1b-4d40-9996-52bcbc884ec4}} in (REF ) by collecting rewards from the Monte Carlo rollouts (as defined in (REF )). This learning algorithm is called the Monte Carlo Policy Gradient algorithm, otherwise known as {{formula:2e664ee3-9ac1-4dc5-82f3-e0...
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0e64b56ea45b649e414358a5f39e9e6f
Firstly, we consider the case of adopting the differential cross section {{formula:0530c5cd-3da3-4c13-b877-7bd314c45edb}} at a near-threshold energy region to study the QAE contribution. Combined with the predicted differential cross section from theoretical models and the VMD algorithm, the QAE contribution ({{formul...
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479cb4bf8ea1e1549b431a9ace647a50
Q-learning is arguably one of the most widely adopted model-free algorithms {{cite:aa300f79c075ca5969e410bca9f1f36644e4f8b0}}, {{cite:42450b150f2e7539c989886cab30bf810c78d490}}. Characterizing its sample efficiency lies at the core of the statistical foundation of reinforcement learning (RL) {{cite:636a3f34f0830cc50bdf...
i
7c4f8a3367fa26bb7119ff43dcb7ca16
In {{cite:8c7643298da192144cbf942bba1e68139b179e7b}} two policies were considered for the treatment arms: an “initial policy” based on the results of {{cite:24f8311fd792e4f51c9197c9ccb53a07977dd9db}} to incentivise exploration, designed so that: i) no message was sent on {{formula:69bd6c8a-a1fe-4238-a31a-3cc988fed3fe}}...
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Recently in 2014, the LHCb Collaboration has determined the mass of the {{formula:35efc4cf-32bc-4c21-86ea-1658e08e1195}} using its radiative decays to the {{formula:bd061800-2254-4f95-a0e4-37b2a617af61}} and {{formula:2f0666b6-6dfe-4100-9293-89cd5adc9b05}} mesons and the measured mass of the meson is {{formula:15d8c...
i
bca55b0f4c69f48599f01a122acb7a0c
Clearly, this `malfunction' of sieving through {{formula:475b3dd2-d7ac-4ce0-b602-c7ceb4d2d1bc}} -spaces is due to a lack of some kind of hereditary/hierarchical structure in spaces in this category: no particular collection of subspaces of an {{formula:b952f7e0-61c1-48c1-a10d-0f1ccf4ab01b}} -space is forced to inherit ...
d
5ba54f3fd62ddb7adc40bf3f080c0d80
It is of fundamental interests to study the quantum control of spontaneous emission which inspired the development of the quantum electrodynamics during the last century {{cite:cd5df9dbf60cdf11a114146516432d994275b837}}, {{cite:9550d0d746031b5c17c26ea199c5b6fdea0c76f7}}, {{cite:990e5af4f2d5b5aa975bb38f552e6852a142e964}...
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8c4c1a29e50d6c464161e942d031802c
The LSTM baseline used in our Omniglot experiments have a hidden size of 128 and use {{formula:d0e92624-2887-456b-a021-7324549bd270}} latent modes. The input is first projected into this space using an embedding layer, which is identical to the one used in AutoBot. All input sequences of sets are encoded independently...
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da41e0396049290457c6113b67139b40
For {{formula:560fd828-2136-4d59-a3ac-a6a72872193c}} decays into {{formula:efda2d3f-fb7a-48d5-80ff-3074357df546}} our estimated results without radiative correction are consistent with {{cite:99ef74cd0c5ccb8862b7da08f9fb56a59638df16}} and considerably lower than that from the {{cite:f9787c69670173e0e5ab3fe909bc055ed5...
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Table REF shows additional results on xGQA. We outperform multi-lingual zero-shot baselines on all non-English languages, without access to English GQA labeled data. This further confirms that our unified approach to mVQA is effective. In addition, unlike on {{formula:672ca82b-36e4-4f7c-8a35-0f006accdd1d}} , VQA2.0 ...
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e58a4c7a1f2fbedc417806990cce93ab
Remark 8.13 One may want to compare statement () with {{cite:1651f80085ce69c068b5fa2a762d0d04f3446b61}} in which the product is replace by multiple harmonic sums. Furthermore, Au showed that the level of the CMZVs can be lowered to 2 in that case.
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ed9acc7d48b6bf27be644f792d0f64dd
(1) For the neutral {{formula:bf86bd0f-0ea0-4eda-8884-45099ab0dc68}} mesons, the wave functions (and the distribution amplitudes) and the decay constants are same as those extensively utilized, for example, in Refs. {{cite:b34645621b2823a33a0665f875f6978332932362}}, {{cite:382e226e9b897a3eed4df88f112c4bae16627429}}, ...
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bb7085d0f9ec70320df5f7ce7c93b232
As in {{cite:b9be41b272987160318e969024ba751dbfe1ed34}}, define {{formula:7e07a67a-3ef7-4898-8843-ca1d1e84f862}} where {{formula:06d14797-54bf-4982-9bfe-b753255d80d7}} . Then {{formula:48c496d6-bef8-42f3-82bb-96a3a1991fce}} satisfies the hypotheses of {{cite:74d61847af7df43332440f681ce2bede8be25016}} from which follo...
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a76e664540c3914230c186ec723408ff
To deal with the inaccuracy problem in smaller deviation ranges, we adopts a multi-stage prediction strategy. Previous BIQA approaches adopt a one-time strategy to predict MOS, with a feedforward structure. However, the way neglects feedback mechanism of human visual system (HVS) as is important for perceptual learning...
i
b8ae3ddc61c15baf1a5a368ec2c77fca
For the parameters in the light neutrino sector, we adopt the current global fit values from Ref. {{cite:cfe89ff1d84bf30625b56818678f24bbcd62d78b}} and show them in Table REF . This leaves us with only three unknowns: the lightest neutrino mass ({{formula:d9f29cfc-d2fb-468a-8e50-ab8a0ecd1e7f}} ) and two Majorana phase...
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eda375210c62f81f1e4be2fc35fe8795
where {{formula:fa5bf4b2-e9d3-4317-89f6-06a8fbf06c43}} are the DFT eigenvalues, {{formula:ab03d446-b6c6-4f42-afed-487fb64d11f6}} is the electron self energy operator, {{formula:22e27651-2767-4947-933f-da3480a60d8c}} is the exchange-correlation potential and {{formula:58295554-cac8-4b00-91bd-2f224a091dd9}} is the q...
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which are consistent with the one obtained in Ref. {{cite:0c6b338d6e9317503007ec04b307a640c09efe36}} very well, {{formula:bf08ec44-0c44-42aa-aad9-f49a1579881b}} , with a bit difference to their former results, {{formula:f3b5aee3-0b51-4df4-a6ed-ce8dae1a0004}}  {{cite:e98615543023d6a96403bec0816d3eb0fd162d31}}. Furthermo...
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The Zak phase formalism that needs to be developed for the soliton metacrystals should reflect on two features - (A) nonlinear interaction between the phonon and crystal and (B) the discrete sampling of the states in the Brillouin zone. In order to make our derivations transparent, we first neglect (B) and, hence, take...
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Establishing a solid theoretical foundation for deep learning is greatly desired. A core challenge is to prove that structured deep neural networks used in deep learning can outperform the classical fully connected networks and automatically extract features when the data or target functions take forms involving some s...
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cc3a5f7ae03228cec3c5e26889fbb00a
Besides the improvement in the accuracy, ensembles are widely used for modelling uncertainty on predictions of complex models, as for example in climate prediction {{cite:e50c5282626946b4c38f58be842da69907f46ba7}}, {{cite:5a9c4532932dfb3ef6435211bf56c0c2efebfe42}}. Accordingly, ensembles are also used for quantifying t...
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Data-driven discovery of dynamic models has recently picked up much attention as there are revolutionary breakthroughs in data science and machine learning {{cite:3e89d60c67fd34fe171700cdb8dc1dee494730dc}}, {{cite:d0e1fd55cdd931574e034e618a3e38250c4f566b}}. With the increasing ease of data availability and advances in ...
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7e70ed9b0af96bce15fbeaeaa033984e
Fusion Module: Outputs {{formula:df131921-37ba-4621-8ea4-48a79d3e6b68}} , {{formula:03605ccf-978a-4c4b-8966-f5a1b44d27ab}} and {{formula:cd43d6ce-4cc5-429e-8bac-ecfc7f8c8302}} from both modules are fused via the Fusion module from Zhang et al. {{cite:824332804ea9e3446d319720406dae0c33acae7b}}. The fused vector {{for...
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A single peak is also observed around 2670 kOe for {{formula:a0464d21-23e7-4cbd-975f-08c221662538}} {{formula:686af903-7b19-49c3-9542-4781937494f4}} to [001] direction. The oscillation frequency provides the extremal area of cross section ({{formula:6b653af8-697f-49a0-93ed-2f22786a3110}} ) of the Fermi surface (FS) a...
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b703425839c9d9ccaf65a0c21ed6475d
We find that {{formula:e91caf13-6ae0-4808-8959-fcef41d5d16d}} can be enhanced in g2HDM to experimentally accessible values, even for exceptionally small extra Weinberg coupling {{formula:c864e663-cad0-42a6-9116-066c2b7c02b0}} . This is in context of using large {{formula:70ce52ad-800c-4069-a542-b0b59e3989c0}} couplin...
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d88b13433ef57431407dd61514f259b8
In Fig. REF the same points are plotted in the {{formula:880ae417-9b15-4568-a72f-09e48a280670}} plane with the oblique parameter {{formula:37d4cdc3-dc2c-4dc4-bae4-8ccae91ac273}} in the color code (left panel) and in the {{formula:3f9c09fe-6b4b-4dce-abc7-744d05c8f10f}} plane (right panel) with {{formula:09cd7e3d-49a...
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Character Variational Auto-Encoder (C-VAE) generate SMILES string character-by-character {{cite:2b58ed4ad26785af2b1c242908d7c4adffb6ba8b}}. Grammar VAE (G-VAE) generates SMILES following syntactic constraints given by a context-free grammar {{cite:2f5addae7aa9dd0d70b1b3a3458e089fdfbe3ed9}}. Syntax-directed VAE (SD-V...
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Iron abundances relative to {{formula:7dc8c2b8-7393-4340-a8c2-4005a7f49ff9}} -element abundances change as a function of time and with the galactic environment {{cite:176b0b13cd89980b423d0fef62c9180a6b3644b6}} and this systematic variation of [{{formula:2e9e29e3-df39-41d4-a74f-2ef6a6af7965}} /Fe] needs to be taken into...
i
f121a3ca5d0db409f0e3e282e16cc947
It is well-known that {{formula:190e4fee-60e4-4b0f-a0a5-a6db8064db11}} . From {{cite:345c8bbb0d141271b9a2e77db710158f41396bf0}}, we know that {{formula:97970f9c-5a64-4910-8c93-1e676e6acf93}}
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fcfa618372080ca1b8c477a426050d64
Weyl semimetals show a number of interesting transport properties, such as an anomalous Hall effect{{cite:b3a8fb3839a936561d04e6ac421bf5d6d9ad2a3a}} for a WSM with broken time-reversal symmetry, a chiral-magnetic effect{{cite:3c8a812293f3edd0e2345dabc7f905bc23677a81}} for Weyl semimetals that break inversion symmetry, ...
i
901671beef7d0899243e5f9088a652d6
Reference images is extremely important for evaluating images generated by GANs. Evaluating GAN-based IR models attracts lots of attention in recent years {{cite:ea43621365d481349c27a4c70a5730bfcc0d39a2}}, {{cite:61caf3a0991f7bb0c7b447c6ce18215cbb301244}}, {{cite:87f54bd88a46aee486ad01c10b9f58569c931c04}} as the artifa...
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ccc5170cfd5102b1321f014e07d259bd
Furthermore, no significant variability of the optical coronal lines in Mrk 335 was detected {{cite:3f4c1f0df46bfcdf247abd014d3d3ffed96f216a}} despite strong changes in observed X-rays. As those lines are driven by the EUV-to-soft-X-ray part of the SED, the observations indicate that the emission lines saw a different ...
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We begin with an account of the contribution {{cite:5e3b64768473760aeb9d9efa17f515dff457aa2c}} make in the context of reinforcement learning and describe how decoding can be used to query the information stored in the network. We then describe our hand-crafted representation which records information about the angles b...
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97d2b98c574614bf3b3023ab2bc54347
We considered the impact of active speed fluctuations on a {{formula:60f7a0e2-67c6-4492-a096-2cc620e12b69}} -dimensional active Brownian particle (ABP). We utilized a Laplace transform method for the Fokker-Planck equation, originally proposed to understand the worm-like chain (WLC) model of semiflexible polymers {{cit...
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6ea00f820ce66f6121211de6b1653a2d
In the recent years, since the first observation of gravitational waves {{cite:188c3ce795a42b2ce103c6366e5b476a150f1070}}, there have been lots of new investigations on compact objects in theories beyond Einstein's GR. One of the key feature of many exotic astrophysical objects is that they are horizonless. In particul...
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4dd7cbc25138e4c3653b769422f596a5
Two-step estimator. To go beyond {{formula:0ba38a1a-67cf-4768-bd23-532dd9db73e2}} statistics, we consider the set {{formula:e6bf5939-4f8f-431d-8a0f-136b36538ca9}} , containing the rates at which two successive transitions {{formula:0fbbac16-9550-4aa0-bc2e-6170633c8746}} occur for all triplets {{formula:c5f60797-a15a-...
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c6dee67f62dded23e62ec43bad5ca5c2
For text-to-image synthesis, current methods work well on datasets where each image contains single object such as CUB {{cite:0e5aad108430eea98790ceaed1c8605e7d3faf8c}} and Oxford-102 {{cite:accdc0794f678c4174ebc6eb731af4004a412ffc}}, but the performance on complex datasets such as MSCOCO {{cite:98a52b8d533bb69160ef9c0...
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220b5a2041aab79725661a6f917bfff3
The epoch folding method was also employed to prove the QPO signal further. This method is mainly unaffected by the irregularity of observation data and the modulation shape of periodic components {{cite:3303a855c7c15724146b5fda2fa67a129acf7338}}. In Figure REF , one can see that this folded light curve varies with the...
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99cb61389b0fb5e23b607f9af7113286
To investigate the relationship between skilled control and the variability of actions and states, we analysed the aforementioned time series measuring the performance and estimating information-theoretic measures of variability for each participant in each experimental condition. To measure participants' performance w...
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To this end, we also note that Mauring et. al {{cite:6efa58c0409194ca3bd7af8bf7779eeb961c4e39}} observed fluorescence enhancement of the blue fluorescent protein (BFP) with hydrostatic pressure. The coupling of BFP chromophore with the rest of the protein is different as compared to GFP because of the His66 substitutio...
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41f99200f0b56ac0fe28e34720a10a8c
Currently, the state-of-the-art method for dealing with multimodality is parallel tempering (PT) {{cite:cfae5d287de1cb567320fa69ebcb6e1dbf361608}}, {{cite:5356cb1d0d1fee87440d02b018d7dbf97d55c933}}. PT is based on several interacting chains that converge to a product of tempered distributions, one of which is the desir...
i
d08646cecdf5cf53ca3ed23710be9c6f
We conduct experiments on CLEVRER against several counterparts: TVQA+ {{cite:59efdf1ebde5868de83302bff50badf4eef61865}}, Memory {{cite:c8c9158f5dc31cb60827b79b3d90d5210374b2fe}}, IEP (V) {{cite:91076eb00982d754c075c470550b5860a55732ca}}, TbD-net (V) {{cite:1c0e74ca12fc24b77a0f99b047d44e3910d4d135}}, HCRN {{cite:d85d604...
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380bad8a754ed8c8fcb4737a12e65a36
Two recent and popular approaches have been selected to guide the explanation of the proposed protocols, which will also serve as a baseline for the aggregated dataset: 1) the Color-based face-PAD proposed in {{cite:048c27b88c170c2d836ff33bf9a80b58707e5648}}, and 2) the Quality-Based method proposed in {{cite:ba4958cae...
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46b3405bbbc7ab984ddd21316d3beeb5
In the best case comparison (Figure REF ), it is clear why a sufficiently large, yet not overly large, eligibility trace time constant for the non-replay case gives best performance – it must store a suitable amount of the trajectory history for learning. If the eligibility trace time constant were too small, it would ...
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eba29c7e802e74e19590a9ee5249bb83
Given we now have weight-shifting operators that both preserve and raise the spacetime dimension, is it also possible to construct operators that lower the spacetime dimension? One approach we have explored, explained in appendix , is to find so-called Bernstein-Sato operators which act to lower the powers to which th...
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a334ec67a2d32bfe5446db79844f003d
where clip function {{formula:c7de4fec-6aaa-40c5-99a1-e2acc63e98fb}} . The choice of {{formula:da9a5071-10e7-482b-982d-697890af9706}} affects the bias-variance trade-off: when {{formula:082f31c9-d959-4356-bc60-4ef3a8d1adc8}} , {{formula:abef2906-4a57-414e-8a11-c9e293a1523c}} converges to {{formula:3c482986-7a12-42a5-...
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6c2a1105ccd7e90de492a3202ca6f1ce
There is a general expectation that the smoothing of the singularity {{formula:869fddf4-94d1-4908-9ebd-7a71069d337e}} (i.e. its Milnor fibre) should be mirror to a resolution of this singularity: Brieskorn–Pham singularities fall into the framework of Berglund–Hubsch {{cite:a1b0dbadcecdd25ac5108a541f74c9256efcd3a0}}, ...
d
df618138757a15f77a3122c411bc88a9
The achievable precision of an actual RV follow-up campaign depends on many factors, such as weather, observational windows, the number of RV observations that can be acquired, the properties of the target stars (e.g., magnitude, rotational velocity, effective temperature), the resolution of the spectrograph ({{formula...
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48bbaacc3ad361e93e46c9ab149ab529
Thus, we can use Lemmas - and the Brenier's theorem {{cite:342215a29c2d54de7a853c71ab45a59baef40ab3}}, {{cite:70724b3057448cbd455205fed13631f35bf3630e}} to define a mapping {{formula:6a89c249-4cfc-4556-a695-9375e2e7f592}}
r
0bc08cdf49ba613d02e11d9ffe60a9b2
For a non-homogeneous linear form with two integer variables, we use a slight variation of a result due to Dujella and Pethő ({{cite:c43742fceed33171018c40a30d6bfdd775cd476f}}, Lemma 5a). The proof is almost identical to that of the corresponding result in {{cite:c43742fceed33171018c40a30d6bfdd775cd476f}}. For a real n...
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9c54db27042205beee0352b8a077c9cc
The boosted decision tree is an example of a relatively modern development in Machine Learning that has attracted substantial attention in HEP. Support Vector Machines (SVMs) represent another such development and will no doubt also find further application in particle physics; further discussion on SVMs can be found i...
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b786b161aa63363d5a2cbb6579312ed2
The disjoining pressure {{formula:40c4b3e1-8944-4d5e-a8b3-1fec363a1c6d}} was computed from equation REF , and is shown as a function of the slit pore height {{formula:154c7aa6-92e8-4d92-b882-0f1252830a71}} in figure REF . The disjoining pressure was here defined to be equal to the integral normal pressure minus the n...
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9f13365450abbaf4e321064fccb761e8
In the classical version of the Prisoner's Dilemma, two agents can choose either cooperation or defection. Hence, there are four payoffs associated with each pairwise interaction between the two agents. In consonance with common practice {{cite:70fc8e2a93bedc10d50a607a3035a586451b2283}}, {{cite:f4fb9de40f5e084e26b4788a...
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6f9fb6c445562743aa60d87ba36c72e6
This letter addresses the long-term localization problem, where the aim is to localize a robot within a pre-built map across varying levels of appearance change induced by time of day, weather, seasonal or structural changes. We focus on topometric maps which do not require metrically accurate reconstructions of the en...
i
8f0fa85f3c0ab78a4b2880aebf35fc62
Did the halo stars form in situ or were they accreted? This is not yet clear, although it seems that at least a fraction of halo stars have been accreted, since they show lower [{{formula:e22c2223-2358-4c04-8e10-7f2334708453}} /Fe] ratios. In fact, the best tool to ascertain this point is represented by the abundance ...
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386e197674a02c21629236349f183674
The energy spectrum near the ground state is shown in Fig. 2(b). The magnetic quantum number of the ground-state changes as for the semiconductor quantum rings {{cite:ccb70222324591127d81661a93b42d7f265cb276}}, {{cite:c1d9e65e787216234c4ba9bbf753daf956b398ef}}. For a strictly one-dimensional ring of radius {{formula:cc...
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d1d4ac6046b43d58090198eca39c8a6c
see e.g., {{cite:d403fbc4a4ed533553980590ee0b732de5e73060}}.
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07bfc5350650ef209a5a4d675abee16d
2018 {{cite:5a4c2ec184d7b27a5e275500c2868c94fc03d9d6}} YOLOv3 Improving accuracy
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e40394d101bcf50a79150e87e33bc910
Adopting the theory described by {{cite:d0106ce4cec8e8350babaac4afc537bac2502c48}} and used in {{cite:cb888f99e6b21ad79458b6cdee52ed2aa1c08eae}}, the predicted source sizes of a Type IIIb striation are much smaller than what is observed. The most probable cause of this discrepancy is a combination of radio light scatte...
d
d1bd1a12f5a8a67c3f8b0c104a8b2303
Not all relational networks are restricted to have only pairwise relationships, and polyadic relationships are also ubiquitous {{cite:ebf112c91b57846ec89a9a9c1e3b46950fe9403f}}, {{cite:6ec3852798bb043e3e3a2eb0c8628f347298adc4}}, {{cite:4db67b2875c81971401fea7e6dca375d9d9af595}}, {{cite:3befc045d4237f8246a74aa7895c2895e...
i
c3f6e6131e7cecfecfe1270028c297f0
In the top panel of figure REF we show the annihilation cross section as a function of dark matter mass {{formula:23da43c9-4959-4ab5-8787-6d580fa79443}} . The solid red line correponds to the predictions of the inert singlet DM model . Bounds from FERMI-LAT {{cite:d2b693a69037da50a331ae6c42200c9a7c3e1b50}}, MAGIC {{ci...
r
99a523595eb127bfc3d7e6e91c126932
Our tagger is a hierarchical deep neural network consisting of a bidirectional Gated Recurrent Unit (GRU) network at the upper level, and a CNN or a ResNet at the lower level, including an optional novel residual bypass function (cf. Figure ). Bi-directional GRUs and LSTMs have been shown to yield high performance on s...
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e8c68f747e8e20c346e81678a48654c3
A new proof and generalization of the Mass Transference Principle of Beresnevich and Velani {{cite:b85545ac615a11e9eccc64e0664f44fab759cc75}}. There has appeared quite a substantial number of works building and generalizing the work of Beresnevich and Velani. MathSciNet knew, in 2021, of 97 references to their work; s...
i
290972b3108d82d18d5642cede56dc3b
The ratio of the pPb relative to the pp distributions increases with pseudorapidity from the p-going to the Pb-going direction for central collisions, suggesting a scaling of the pp distribution with the increasing number of participants as the lead nucleus is probed by the incident proton, indicative of independent pr...
r
219a2bf9d216215b2f77704b2884c63c
The wide distribution of EM values (see Figures 4, 6, and 9) between fields points towards the warm component being clumpy in distribution. The hot component also exhibits this wide range of EM, and thus is similarly clumpy. This supports the interpretation of {{cite:ddbf8e427af559d47b8d50760e4dec47d2b89539}} that the ...
d
ced6aaf405a137203d2f13863561cf88
In this section, we first apply the approach described in Sec. REF , i.e., MAP, to predict riser displacements in uniform and sheared flows. In particular, we conduct a comparison between the present method and the state-of-art multi-fidelity approach, MF-DNNs {{cite:9aeb1e5f92d4bc91a988b93d5708c7faab627b12}}, which is...
r
698017efec1fa57693f207134135740b
We study the collisional regime in Section . There we apply the Mott-Smith ansatz using the BGK collision term {{cite:74f34b20f3c4fd52351304e5e1f9ccbe46b9e49a}} as a collision operator for {{formula:350a6ab9-37db-45d7-87b3-1e10037b1801}} in Eq. (REF ), with {{formula:32794707-20ba-480a-a77b-34de9e04dfd8}} . Notably, ...
m
31f8e79d361d2e2baa55a350c8ebc751
To stabilize training, the natural policy gradient method {{cite:ea11b3832a3211e7750d680d4b50a9b262edb9ce}} restricts how much the policy can change across training iterations by adding a Kullback–Leibler divergence constraint ({{formula:526f8bb6-c9ae-46a1-8371-689b9d43da6f}} ) between policy iterations: {{formula:bf19...
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e18cfb3c2669022b92bf97ffd82e5822
Diversity-aware Queue. The number of negative samples is critical in contrastive learning. Short queue leads to inhibiting convergence {{cite:032419f54f2a6d0f3ea6b46305782e7a3d08b4a9}}, while long queue suffers from redundancy and inappropriate negative samples. Empirically, length of the queue is related to the size o...
m
c593b635091bd725cfcb4c6c323deb62
For CIFAR10, to fairly compare with {{cite:b7b89d5027d592300e9d3cd00752a522b7bd0545}}, we crop each image into two views to construct the loss (REF ). For ImageNet, we follow CLSA {{cite:e2ab45883028a6e09f36588eaa50d55a5bc9a1c9}} and train SANE in two settings. SANE-Single uses a single crop in momentum mixup loss {{fo...
r
36ea9ffb63f4904755288c232fc87fe8
It can be easily seen that Eqn.(REF ) is a special case of Euler’s method when the step size {{formula:4f46b7cc-168d-448a-bc14-0f41e91f8c84}} . The iterative updates of ResNet can be seen as an Euler discretization of a continuous transformation {{cite:84212ac81b27ad61d77c54dea1a89c5f11012360}}, {{cite:e9d708bf3b7ad2b7...
m
cf6036e7320f0387e4c69572130448e4
BFT-SMaRt {{cite:679311a1fed49b8e9c92b1c49ad655adf534b659}}, {{cite:a23def029389743dfd6e4b954e9b21345b80e8f2}} built on the ideas of {{cite:f58958ab8c000fd2484f43df806297051c704bbf}} to propose an abstraction of validated and provable (VP) consensus, which allows its clients to control leader changes. Although the over...
d
d1e77bb82109ed49c7bc6027bb649755
The other parameters are the gravitational constant {{formula:767f66ae-59c2-4994-b962-19ba527c7300}} , moment of inertia {{formula:52c712fa-a99d-4900-ae8a-4b9fb34bcadc}} , speed of light {{formula:c2a218ce-3632-4b82-899d-d94ea9bc9d57}} and angular velocity {{formula:efd847e7-4e9d-4cba-88d9-97dc34067003}} . Similarly, ...
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fe8296dd9f7cd477e5c535d3658aeb5c