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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1906.04199 | Vrunda Dave | V. Dave, E. Filiot, S. Krishna and N. Lhote | Synthesis of Computable Regular Functions of Infinite Words | null | Logical Methods in Computer Science, Volume 18, Issue 2 (June 29,
2022) lmcs:7592 | 10.46298/lmcs-18(2:23)2022 | null | cs.FL cs.LO | http://creativecommons.org/licenses/by/4.0/ | Regular functions from infinite words to infinite words can be equivalently
specified by MSO-transducers, streaming $\omega$-string transducers as well as
deterministic two-way transducers with look-ahead. In their one-way
restriction, the latter transducers define the class of rational functions.
Even though regular... | [
{
"created": "Wed, 15 May 2019 11:35:35 GMT",
"version": "v1"
},
{
"created": "Tue, 15 Jun 2021 14:37:13 GMT",
"version": "v2"
},
{
"created": "Wed, 16 Feb 2022 12:04:14 GMT",
"version": "v3"
},
{
"created": "Mon, 25 Apr 2022 17:13:29 GMT",
"version": "v4"
},
{
"c... | 2023-06-22 | [
[
"Dave",
"V.",
""
],
[
"Filiot",
"E.",
""
],
[
"Krishna",
"S.",
""
],
[
"Lhote",
"N.",
""
]
] | Regular functions from infinite words to infinite words can be equivalently specified by MSO-transducers, streaming $\omega$-string transducers as well as deterministic two-way transducers with look-ahead. In their one-way restriction, the latter transducers define the class of rational functions. Even though regular f... |
1801.03553 | Mario Diaz | Mario Diaz, Shahab Asoodeh, Fady Alajaji, Tam\'as Linder, Serban
Belinschi and James Mingo | On the Noise-Information Separation of a Private Principal Component
Analysis Scheme | Submitted to the International Symposium on Information Theory (ISIT)
2018 | null | null | null | cs.IT math.IT | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | In a survey disclosure model, we consider an additive noise privacy mechanism
and study the trade-off between privacy guarantees and statistical utility.
Privacy is approached from two different but complementary viewpoints:
information and estimation theoretic. Motivated by the performance of principal
component ana... | [
{
"created": "Wed, 10 Jan 2018 21:10:54 GMT",
"version": "v1"
}
] | 2018-01-12 | [
[
"Diaz",
"Mario",
""
],
[
"Asoodeh",
"Shahab",
""
],
[
"Alajaji",
"Fady",
""
],
[
"Linder",
"Tamás",
""
],
[
"Belinschi",
"Serban",
""
],
[
"Mingo",
"James",
""
]
] | In a survey disclosure model, we consider an additive noise privacy mechanism and study the trade-off between privacy guarantees and statistical utility. Privacy is approached from two different but complementary viewpoints: information and estimation theoretic. Motivated by the performance of principal component analy... |
1211.2268 | Yun Kuen Cheung | Yun Kuen Cheung, Richard Cole, Ashish Rastogi | Tatonnement in Ongoing Markets of Complementary Goods | 44 pages, ACM EC 2012 | null | null | null | cs.GT | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | This paper continues the study, initiated by Cole and Fleischer, of the
behavior of a tatonnement price update rule in Ongoing Fisher Markets. The
prior work showed fast convergence toward an equilibrium when the goods
satisfied the weak gross substitutes property and had bounded demand and income
elasticities.
The... | [
{
"created": "Sat, 10 Nov 2012 00:24:54 GMT",
"version": "v1"
}
] | 2012-11-13 | [
[
"Cheung",
"Yun Kuen",
""
],
[
"Cole",
"Richard",
""
],
[
"Rastogi",
"Ashish",
""
]
] | This paper continues the study, initiated by Cole and Fleischer, of the behavior of a tatonnement price update rule in Ongoing Fisher Markets. The prior work showed fast convergence toward an equilibrium when the goods satisfied the weak gross substitutes property and had bounded demand and income elasticities. The cur... |
1912.07476 | Bobak McCann | Bobak McCann, Kerry Fendick, Aaron David, Antonio DeSimone, Steven
Handy | Improving Conversation Quality for VoIP Through Block Erasure Coding | null | null | null | null | cs.IT eess.IV math.IT | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | The conversational quality of voice over IP (VoIP) depends on packet-loss
rates, burstiness of packet loss, and delays (or latencies). The benefits for
conversational voice quality of erasure coding attributable to its reduction in
packet loss rates are widely appreciated. When block erasure coding is used,
our analy... | [
{
"created": "Mon, 16 Dec 2019 16:18:19 GMT",
"version": "v1"
}
] | 2019-12-17 | [
[
"McCann",
"Bobak",
""
],
[
"Fendick",
"Kerry",
""
],
[
"David",
"Aaron",
""
],
[
"DeSimone",
"Antonio",
""
],
[
"Handy",
"Steven",
""
]
] | The conversational quality of voice over IP (VoIP) depends on packet-loss rates, burstiness of packet loss, and delays (or latencies). The benefits for conversational voice quality of erasure coding attributable to its reduction in packet loss rates are widely appreciated. When block erasure coding is used, our analysi... |
2307.05506 | Doksoo Lee | Doksoo Lee, Wei Wayne Chen, Liwei Wang, Yu-Chin Chan, Wei Chen | Data-Driven Design for Metamaterials and Multiscale Systems: A Review | null | null | 10.1002/adma.202305254 | null | cs.CE cond-mat.mtrl-sci cs.LG | http://creativecommons.org/licenses/by/4.0/ | Metamaterials are artificial materials designed to exhibit effective material
parameters that go beyond those found in nature. Composed of unit cells with
rich designability that are assembled into multiscale systems, they hold great
promise for realizing next-generation devices with exceptional, often exotic,
functi... | [
{
"created": "Sat, 1 Jul 2023 22:36:40 GMT",
"version": "v1"
}
] | 2023-12-07 | [
[
"Lee",
"Doksoo",
""
],
[
"Chen",
"Wei Wayne",
""
],
[
"Wang",
"Liwei",
""
],
[
"Chan",
"Yu-Chin",
""
],
[
"Chen",
"Wei",
""
]
] | Metamaterials are artificial materials designed to exhibit effective material parameters that go beyond those found in nature. Composed of unit cells with rich designability that are assembled into multiscale systems, they hold great promise for realizing next-generation devices with exceptional, often exotic, function... |
1804.08355 | Hui Li | Hui Li, Xiao-Jun Wu | Multi-focus Image Fusion using dictionary learning and Low-Rank
Representation | 12 pages, 5 figures, 2 tables. The 9th International Conference on
Image and Graphics (ICIG 2017, Oral) | null | 10.1007/978-3-319-71607-7_59 | null | cs.CV | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Among the representation learning, the low-rank representation (LRR) is one
of the hot research topics in many fields, especially in image processing and
pattern recognition. Although LRR can capture the global structure, the ability
of local structure preservation is limited because LRR lacks dictionary
learning. In... | [
{
"created": "Mon, 23 Apr 2018 11:57:44 GMT",
"version": "v1"
},
{
"created": "Tue, 18 Dec 2018 08:32:20 GMT",
"version": "v2"
}
] | 2018-12-19 | [
[
"Li",
"Hui",
""
],
[
"Wu",
"Xiao-Jun",
""
]
] | Among the representation learning, the low-rank representation (LRR) is one of the hot research topics in many fields, especially in image processing and pattern recognition. Although LRR can capture the global structure, the ability of local structure preservation is limited because LRR lacks dictionary learning. In t... |
1503.02009 | Sergio Consoli | Sergio Consoli, Jos\`e Andr\`es Moreno P\`erez, and Nenad Mladenovic | Towards an intelligent VNS heuristic for the k-labelled spanning forest
problem | 2 pages, Fifteenth International Conference on Computer Aided Systems
Theory (EUROCAST 2015), Las Palmas de Gran Canaria, Spain | Computer Aided Systems Theory, pages 79-80 (2015) | null | null | cs.OH cs.AI | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | In a currently ongoing project, we investigate a new possibility for solving
the k-labelled spanning forest (kLSF) problem by an intelligent Variable
Neighbourhood Search (Int-VNS) metaheuristic. In the kLSF problem we are given
an undirected input graph G and an integer positive value k, and the aim is to
find a spa... | [
{
"created": "Thu, 5 Mar 2015 14:10:19 GMT",
"version": "v1"
}
] | 2015-03-09 | [
[
"Consoli",
"Sergio",
""
],
[
"Pèrez",
"Josè Andrès Moreno",
""
],
[
"Mladenovic",
"Nenad",
""
]
] | In a currently ongoing project, we investigate a new possibility for solving the k-labelled spanning forest (kLSF) problem by an intelligent Variable Neighbourhood Search (Int-VNS) metaheuristic. In the kLSF problem we are given an undirected input graph G and an integer positive value k, and the aim is to find a spann... |
2312.14991 | Huiyan Qi | Yuehao Yin, Huiyan Qi, Bin Zhu, Jingjing Chen, Yu-Gang Jiang,
Chong-Wah Ngo | FoodLMM: A Versatile Food Assistant using Large Multi-modal Model | null | null | null | null | cs.CV | http://creativecommons.org/licenses/by-nc-nd/4.0/ | Large Multi-modal Models (LMMs) have made impressive progress in many
vision-language tasks. Nevertheless, the performance of general LMMs in
specific domains is still far from satisfactory. This paper proposes FoodLMM, a
versatile food assistant based on LMMs with various capabilities, including
food recognition, in... | [
{
"created": "Fri, 22 Dec 2023 11:56:22 GMT",
"version": "v1"
},
{
"created": "Fri, 12 Apr 2024 14:21:20 GMT",
"version": "v2"
}
] | 2024-04-15 | [
[
"Yin",
"Yuehao",
""
],
[
"Qi",
"Huiyan",
""
],
[
"Zhu",
"Bin",
""
],
[
"Chen",
"Jingjing",
""
],
[
"Jiang",
"Yu-Gang",
""
],
[
"Ngo",
"Chong-Wah",
""
]
] | Large Multi-modal Models (LMMs) have made impressive progress in many vision-language tasks. Nevertheless, the performance of general LMMs in specific domains is still far from satisfactory. This paper proposes FoodLMM, a versatile food assistant based on LMMs with various capabilities, including food recognition, ingr... |
1109.5083 | Vivek Nittoor | Vivek S Nittoor, Reiji Suda | A Mathematical Approach to Balanced Tanner Graph Enumeration | 8 pages - results in this paper have been superceded by new results | null | null | null | cs.IT math.CO math.IT | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | This paper summarizes our latest understanding and results about the
application of the Mathematics Of Enumeration to Tanner Graphs that have a
regular structure called Balanced Tanner Graphs. Some preliminaries of
permutation groups have been presented followed by various enumeration
theorems, and finally our approa... | [
{
"created": "Fri, 23 Sep 2011 14:10:35 GMT",
"version": "v1"
},
{
"created": "Mon, 31 Dec 2012 12:55:50 GMT",
"version": "v2"
}
] | 2013-01-01 | [
[
"Nittoor",
"Vivek S",
""
],
[
"Suda",
"Reiji",
""
]
] | This paper summarizes our latest understanding and results about the application of the Mathematics Of Enumeration to Tanner Graphs that have a regular structure called Balanced Tanner Graphs. Some preliminaries of permutation groups have been presented followed by various enumeration theorems, and finally our approach... |
1206.6859 | Kathryn Blackmond Laskey | Kathryn Blackmond Laskey, Ning Xu, Chun-Hung Chen | Propagation of Delays in the National Airspace System | Appears in Proceedings of the Twenty-Second Conference on Uncertainty
in Artificial Intelligence (UAI2006) | null | null | UAI-P-2006-PG-265-272 | cs.AI | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | The National Airspace System (NAS) is a large and complex system with
thousands of interrelated components: administration, control centers,
airports, airlines, aircraft, passengers, etc. The complexity of the NAS
creates many difficulties in management and control. One of the most pressing
problems is flight delay. ... | [
{
"created": "Wed, 27 Jun 2012 16:27:12 GMT",
"version": "v1"
}
] | 2012-07-02 | [
[
"Laskey",
"Kathryn Blackmond",
""
],
[
"Xu",
"Ning",
""
],
[
"Chen",
"Chun-Hung",
""
]
] | The National Airspace System (NAS) is a large and complex system with thousands of interrelated components: administration, control centers, airports, airlines, aircraft, passengers, etc. The complexity of the NAS creates many difficulties in management and control. One of the most pressing problems is flight delay. De... |
1903.06875 | Jean Louis Fendji Kedieng Ebongue | Jean Louis Ebongue Kedieng Fendji and Sidoine Djuissi Samo | Energy and performance evaluation of reactive, proactive, and hybrid
routing protocols in wireless mesh network | 19 pages | International Journal of Wireless & Mobile Networks (IJWMN) Vol.
11, No. 1, February 2019 | 10.5121/ijwmn.2019.11102 | null | cs.NI | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | This paper evaluates the energy consumption of well-known routing protocols,
along with other metrics such as throughput, packet delivery ratio (PDR), and
delay in different scenarios. We consider two other metrics in order to capture
the efficiency of the energy consumption: e-throughput which is the ratio
between t... | [
{
"created": "Sat, 16 Mar 2019 03:41:18 GMT",
"version": "v1"
}
] | 2019-03-19 | [
[
"Fendji",
"Jean Louis Ebongue Kedieng",
""
],
[
"Samo",
"Sidoine Djuissi",
""
]
] | This paper evaluates the energy consumption of well-known routing protocols, along with other metrics such as throughput, packet delivery ratio (PDR), and delay in different scenarios. We consider two other metrics in order to capture the efficiency of the energy consumption: e-throughput which is the ratio between the... |
1507.04002 | J{\o}rgen Villadsen | J{\o}rgen Villadsen, Alexander Birch Jensen and Anders Schlichtkrull | NaDeA: A Natural Deduction Assistant with a Formalization in Isabelle | Proceedings of the Fourth International Conference on Tools for
Teaching Logic (TTL2015), Rennes, France, June 9-12, 2015. Editors: M.
Antonia Huertas, Jo\~ao Marcos, Mar\'ia Manzano, Sophie Pinchinat,
Fran\c{c}ois Schwarzentruber | null | null | null | cs.CY cs.LO | http://creativecommons.org/licenses/by/4.0/ | We present a new software tool for teaching logic based on natural deduction.
Its proof system is formalized in the proof assistant Isabelle such that its
definition is very precise. Soundness of the formalization has been proved in
Isabelle. The tool is open source software developed in TypeScript / JavaScript
and c... | [
{
"created": "Tue, 14 Jul 2015 20:02:30 GMT",
"version": "v1"
}
] | 2015-07-16 | [
[
"Villadsen",
"Jørgen",
""
],
[
"Jensen",
"Alexander Birch",
""
],
[
"Schlichtkrull",
"Anders",
""
]
] | We present a new software tool for teaching logic based on natural deduction. Its proof system is formalized in the proof assistant Isabelle such that its definition is very precise. Soundness of the formalization has been proved in Isabelle. The tool is open source software developed in TypeScript / JavaScript and can... |
1702.06144 | Uri Erez | Ran Hadad, Uri Erez, and Yaming Yu | An Inequality for the Correlation of Two Functions Operating on
Symmetric Bivariate Normal Variables | null | null | null | null | cs.IT math.IT | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | An inequality is derived for the correlation of two univariate functions
operating on symmetric bivariate normal random variables. The inequality is a
simple consequence of the Cauchy-Schwarz inequality.
| [
{
"created": "Mon, 20 Feb 2017 19:11:10 GMT",
"version": "v1"
}
] | 2017-02-22 | [
[
"Hadad",
"Ran",
""
],
[
"Erez",
"Uri",
""
],
[
"Yu",
"Yaming",
""
]
] | An inequality is derived for the correlation of two univariate functions operating on symmetric bivariate normal random variables. The inequality is a simple consequence of the Cauchy-Schwarz inequality. |
2203.09017 | Bo Liu | Bo Liu, Qiulei Dong, Zhanyi Hu | Semantic-diversity transfer network for generalized zero-shot learning
via inner disagreement based OOD detector | 35 pages, 6 figures | Knowledge based System, 2021 | null | null | cs.CV | http://creativecommons.org/licenses/by-nc-sa/4.0/ | Zero-shot learning (ZSL) aims to recognize objects from unseen classes, where
the kernel problem is to transfer knowledge from seen classes to unseen classes
by establishing appropriate mappings between visual and semantic features. The
knowledge transfer in many existing works is limited mainly due to the facts
that... | [
{
"created": "Thu, 17 Mar 2022 01:31:27 GMT",
"version": "v1"
}
] | 2022-03-18 | [
[
"Liu",
"Bo",
""
],
[
"Dong",
"Qiulei",
""
],
[
"Hu",
"Zhanyi",
""
]
] | Zero-shot learning (ZSL) aims to recognize objects from unseen classes, where the kernel problem is to transfer knowledge from seen classes to unseen classes by establishing appropriate mappings between visual and semantic features. The knowledge transfer in many existing works is limited mainly due to the facts that 1... |
2108.07401 | Shengcheng Yu | Shengcheng Yu, Chunrong Fang, Quanjun Zhang, Zhihao Cao, Yexiao Yun,
Zhenfei Cao, Kai Mei, Zhenyu Chen | Mobile App Crowdsourced Test Report Consistency Detection via Deep
Image-and-Text Fusion Understanding | null | null | 10.1109/TSE.2023.3285787 | null | cs.SE | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Crowdsourced testing, as a distinct testing paradigm, has attracted much
attention in software testing, especially in mobile application (app) testing
field. Compared with in-house testing, crowdsourced testing shows superiority
with the diverse testing environments when faced with the mobile testing
fragmentation pr... | [
{
"created": "Tue, 17 Aug 2021 02:02:56 GMT",
"version": "v1"
},
{
"created": "Mon, 23 Aug 2021 02:22:06 GMT",
"version": "v2"
},
{
"created": "Mon, 12 Jun 2023 08:26:44 GMT",
"version": "v3"
}
] | 2023-06-13 | [
[
"Yu",
"Shengcheng",
""
],
[
"Fang",
"Chunrong",
""
],
[
"Zhang",
"Quanjun",
""
],
[
"Cao",
"Zhihao",
""
],
[
"Yun",
"Yexiao",
""
],
[
"Cao",
"Zhenfei",
""
],
[
"Mei",
"Kai",
""
],
[
"Chen",
"Zhe... | Crowdsourced testing, as a distinct testing paradigm, has attracted much attention in software testing, especially in mobile application (app) testing field. Compared with in-house testing, crowdsourced testing shows superiority with the diverse testing environments when faced with the mobile testing fragmentation prob... |
2405.01115 | Hongliang Zhang | Hongliang Zhang, Yilan Zhou, Lei Wang and Tengchao Huang | A New Self-Alignment Method without Solving Wahba Problem for SINS in
Autonomous Vehicles | null | null | null | null | cs.RO cs.SY eess.SY | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Initial alignment is one of the key technologies in strapdown inertial
navigation system (SINS) to provide initial state information for vehicle
attitude and navigation. For some situations, such as the attitude heading
reference system, the position is not necessarily required or even available,
then the self-alignm... | [
{
"created": "Thu, 2 May 2024 09:23:37 GMT",
"version": "v1"
}
] | 2024-05-03 | [
[
"Zhang",
"Hongliang",
""
],
[
"Zhou",
"Yilan",
""
],
[
"Wang",
"Lei",
""
],
[
"Huang",
"Tengchao",
""
]
] | Initial alignment is one of the key technologies in strapdown inertial navigation system (SINS) to provide initial state information for vehicle attitude and navigation. For some situations, such as the attitude heading reference system, the position is not necessarily required or even available, then the self-alignmen... |
2311.02715 | Arun Verma | Arun Verma, Zhongxiang Dai, Yao Shu, Bryan Kian Hsiang Low | Exploiting Correlated Auxiliary Feedback in Parameterized Bandits | Accepted to NeurIPS 2023 | null | null | null | cs.LG stat.ML | http://creativecommons.org/licenses/by/4.0/ | We study a novel variant of the parameterized bandits problem in which the
learner can observe additional auxiliary feedback that is correlated with the
observed reward. The auxiliary feedback is readily available in many real-life
applications, e.g., an online platform that wants to recommend the best-rated
services... | [
{
"created": "Sun, 5 Nov 2023 17:27:06 GMT",
"version": "v1"
}
] | 2023-11-07 | [
[
"Verma",
"Arun",
""
],
[
"Dai",
"Zhongxiang",
""
],
[
"Shu",
"Yao",
""
],
[
"Low",
"Bryan Kian Hsiang",
""
]
] | We study a novel variant of the parameterized bandits problem in which the learner can observe additional auxiliary feedback that is correlated with the observed reward. The auxiliary feedback is readily available in many real-life applications, e.g., an online platform that wants to recommend the best-rated services t... |
2211.03206 | Maria Serna | Josep D\'iaz, \"Oznur Ya\c{s}ar Diner, Maria Serna, Oriol Serra | On Vertex Bisection Width of Random $d$-Regular Graphs | 31 pages, 2 figures | null | null | null | cs.DS | http://creativecommons.org/licenses/by/4.0/ | Vertex bisection is a graph partitioning problem in which the aim is to find
a partition into two equal parts that minimizes the number of vertices in one
partition set that have a neighbor in the other set. We are interested in
giving upper bounds on the vertex bisection width of random $d$-regular graphs
for consta... | [
{
"created": "Sun, 6 Nov 2022 19:17:04 GMT",
"version": "v1"
}
] | 2022-11-08 | [
[
"Díaz",
"Josep",
""
],
[
"Diner",
"Öznur Yaşar",
""
],
[
"Serna",
"Maria",
""
],
[
"Serra",
"Oriol",
""
]
] | Vertex bisection is a graph partitioning problem in which the aim is to find a partition into two equal parts that minimizes the number of vertices in one partition set that have a neighbor in the other set. We are interested in giving upper bounds on the vertex bisection width of random $d$-regular graphs for constant... |
2003.07945 | Yang Hu | Soroush Bateni, Zhendong Wang, Yuankun Zhu, Yang Hu, Cong Liu | Co-Optimizing Performance and Memory FootprintVia Integrated CPU/GPU
Memory Management, anImplementation on Autonomous Driving Platform | null | null | null | null | cs.DC cs.OS | http://creativecommons.org/licenses/by/4.0/ | Cutting-edge embedded system applications, such as self-driving cars and
unmanned drone software, are reliant on integrated CPU/GPU platforms for their
DNNs-driven workload, such as perception and other highly parallel components.
In this work, we set out to explore the hidden performance implication of GPU
memory ma... | [
{
"created": "Tue, 17 Mar 2020 21:09:24 GMT",
"version": "v1"
},
{
"created": "Thu, 19 Mar 2020 02:43:49 GMT",
"version": "v2"
}
] | 2020-03-20 | [
[
"Bateni",
"Soroush",
""
],
[
"Wang",
"Zhendong",
""
],
[
"Zhu",
"Yuankun",
""
],
[
"Hu",
"Yang",
""
],
[
"Liu",
"Cong",
""
]
] | Cutting-edge embedded system applications, such as self-driving cars and unmanned drone software, are reliant on integrated CPU/GPU platforms for their DNNs-driven workload, such as perception and other highly parallel components. In this work, we set out to explore the hidden performance implication of GPU memory mana... |
2303.01957 | Bireswar Das | Bireswar Das, Anant Kumar, Shivdutt Sharma, Dhara Thakkar | Linear Space Data Structures for Finite Groups with Constant Query-time | A preliminary version of this article appeared in the pro- ceedings
of the 39th International Symposium on Theoretical Aspects of Computer
Science (STACS 2022) | null | null | null | cs.DS cs.DM math.CO math.GR | http://creativecommons.org/licenses/by/4.0/ | A finite group of order $n$ can be represented by its Cayley table. In the
word-RAM model the Cayley table of a group of order $n$ can be stored using
$O(n^2)$ words and can be used to answer a multiplication query in constant
time. It is interesting to ask if we can design a data structure to store a
group of order ... | [
{
"created": "Fri, 3 Mar 2023 14:30:48 GMT",
"version": "v1"
}
] | 2023-03-06 | [
[
"Das",
"Bireswar",
""
],
[
"Kumar",
"Anant",
""
],
[
"Sharma",
"Shivdutt",
""
],
[
"Thakkar",
"Dhara",
""
]
] | A finite group of order $n$ can be represented by its Cayley table. In the word-RAM model the Cayley table of a group of order $n$ can be stored using $O(n^2)$ words and can be used to answer a multiplication query in constant time. It is interesting to ask if we can design a data structure to store a group of order $n... |
1907.12009 | Jun Gao | Jun Gao, Di He, Xu Tan, Tao Qin, Liwei Wang and Tie-Yan Liu | Representation Degeneration Problem in Training Natural Language
Generation Models | ICLR 2019 | null | null | null | cs.CL | http://creativecommons.org/licenses/by-nc-sa/4.0/ | We study an interesting problem in training neural network-based models for
natural language generation tasks, which we call the \emph{representation
degeneration problem}. We observe that when training a model for natural
language generation tasks through likelihood maximization with the weight tying
trick, especial... | [
{
"created": "Sun, 28 Jul 2019 03:57:41 GMT",
"version": "v1"
}
] | 2019-07-30 | [
[
"Gao",
"Jun",
""
],
[
"He",
"Di",
""
],
[
"Tan",
"Xu",
""
],
[
"Qin",
"Tao",
""
],
[
"Wang",
"Liwei",
""
],
[
"Liu",
"Tie-Yan",
""
]
] | We study an interesting problem in training neural network-based models for natural language generation tasks, which we call the \emph{representation degeneration problem}. We observe that when training a model for natural language generation tasks through likelihood maximization with the weight tying trick, especially... |
2002.11660 | Nicolas Maudet | Aur\'elie Beynier and Nicolas Maudet and Simon Rey and Parham Shams | An Optimal Procedure to Check Pareto-Optimality in House Markets with
Single-Peaked Preferences | Was initially part of our submission arXiv:1906.10250. We followed
recommendations to make a distinct contribution with this material | null | null | null | cs.GT cs.AI | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Recently, the problem of allocating one resource per agent with initial
endowments (house markets) has seen a renewed interest: indeed, while in the
domain of strict preferences the Top Trading Cycle algorithm is known to be the
only procedure guaranteeing Pareto-optimality, individual rationality, and
strategy proof... | [
{
"created": "Fri, 14 Feb 2020 17:24:55 GMT",
"version": "v1"
}
] | 2020-02-27 | [
[
"Beynier",
"Aurélie",
""
],
[
"Maudet",
"Nicolas",
""
],
[
"Rey",
"Simon",
""
],
[
"Shams",
"Parham",
""
]
] | Recently, the problem of allocating one resource per agent with initial endowments (house markets) has seen a renewed interest: indeed, while in the domain of strict preferences the Top Trading Cycle algorithm is known to be the only procedure guaranteeing Pareto-optimality, individual rationality, and strategy proofne... |
2011.08988 | Yaroslava Lochman | Yaroslava Lochman, Oles Dobosevych, Rostyslav Hryniv, James Pritts | Minimal Solvers for Single-View Lens-Distorted Camera Auto-Calibration | null | null | null | null | cs.CV | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | This paper proposes minimal solvers that use combinations of imaged
translational symmetries and parallel scene lines to jointly estimate lens
undistortion with either affine rectification or focal length and absolute
orientation. We use constraints provided by orthogonal scene planes to recover
the focal length. We ... | [
{
"created": "Tue, 17 Nov 2020 22:32:17 GMT",
"version": "v1"
}
] | 2020-11-19 | [
[
"Lochman",
"Yaroslava",
""
],
[
"Dobosevych",
"Oles",
""
],
[
"Hryniv",
"Rostyslav",
""
],
[
"Pritts",
"James",
""
]
] | This paper proposes minimal solvers that use combinations of imaged translational symmetries and parallel scene lines to jointly estimate lens undistortion with either affine rectification or focal length and absolute orientation. We use constraints provided by orthogonal scene planes to recover the focal length. We sh... |
1806.04042 | V\'ictor Mayoral Vilches | V\'ictor Mayoral Vilches, Laura Alzola Kirschgens, Asier Bilbao Calvo,
Alejandro Hern\'andez Cordero, Rodrigo Izquierdo Pis\'on, David Mayoral
Vilches, Aday Mu\~niz Rosas, Gorka Olalde Mendia, Lander Usategi San Juan,
Irati Zamalloa Ugarte, Endika Gil-Uriarte, Erik Tews and Andreas Peter | Introducing the Robot Security Framework (RSF), a standardized
methodology to perform security assessments in robotics | Complementary code available at https://github.com/aliasrobotics/RSF | null | null | null | cs.CR cs.RO | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Robots have gained relevance in society, increasingly performing critical
tasks. Nonetheless, robot security is being underestimated. Robotics security
is a complex landscape, which often requires a cross-disciplinar perspective to
which classical security lags behind. To address this issue, we present the
Robot Secu... | [
{
"created": "Mon, 11 Jun 2018 15:06:30 GMT",
"version": "v1"
},
{
"created": "Thu, 12 Sep 2019 11:23:16 GMT",
"version": "v2"
},
{
"created": "Sat, 21 Sep 2019 06:56:53 GMT",
"version": "v3"
},
{
"created": "Fri, 12 Nov 2021 15:53:41 GMT",
"version": "v4"
}
] | 2021-11-16 | [
[
"Vilches",
"Víctor Mayoral",
""
],
[
"Kirschgens",
"Laura Alzola",
""
],
[
"Calvo",
"Asier Bilbao",
""
],
[
"Cordero",
"Alejandro Hernández",
""
],
[
"Pisón",
"Rodrigo Izquierdo",
""
],
[
"Vilches",
"David Mayoral",
""
]... | Robots have gained relevance in society, increasingly performing critical tasks. Nonetheless, robot security is being underestimated. Robotics security is a complex landscape, which often requires a cross-disciplinar perspective to which classical security lags behind. To address this issue, we present the Robot Securi... |
1503.06959 | Luca Baroffio | Luca Baroffio, Matteo Cesana, Alessandro Redondi, Marco Tagliasacchi | Fast keypoint detection in video sequences | submitted to IEEE International Conference on Image Processing 2015 | null | 10.1109/ICASSP.2016.7471895 | null | cs.CV cs.MM | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | A number of computer vision tasks exploit a succinct representation of the
visual content in the form of sets of local features. Given an input image,
feature extraction algorithms identify a set of keypoints and assign to each of
them a description vector, based on the characteristics of the visual content
surroundi... | [
{
"created": "Tue, 24 Mar 2015 09:28:28 GMT",
"version": "v1"
}
] | 2016-11-18 | [
[
"Baroffio",
"Luca",
""
],
[
"Cesana",
"Matteo",
""
],
[
"Redondi",
"Alessandro",
""
],
[
"Tagliasacchi",
"Marco",
""
]
] | A number of computer vision tasks exploit a succinct representation of the visual content in the form of sets of local features. Given an input image, feature extraction algorithms identify a set of keypoints and assign to each of them a description vector, based on the characteristics of the visual content surrounding... |
2102.06073 | Chi Ian Tang | Chi Ian Tang, Ignacio Perez-Pozuelo, Dimitris Spathis, Soren Brage,
Nick Wareham and Cecilia Mascolo | SelfHAR: Improving Human Activity Recognition through Self-training with
Unlabeled Data | Accepted for publication in Proceedings of the ACM on Interactive,
Mobile, Wearable and Ubiquitous Technologies (IMWUT) 2021 | null | 10.1145/3448112 | null | cs.LG | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Machine learning and deep learning have shown great promise in mobile sensing
applications, including Human Activity Recognition. However, the performance of
such models in real-world settings largely depends on the availability of large
datasets that captures diverse behaviors. Recently, studies in computer vision
a... | [
{
"created": "Thu, 11 Feb 2021 15:40:35 GMT",
"version": "v1"
}
] | 2021-02-12 | [
[
"Tang",
"Chi Ian",
""
],
[
"Perez-Pozuelo",
"Ignacio",
""
],
[
"Spathis",
"Dimitris",
""
],
[
"Brage",
"Soren",
""
],
[
"Wareham",
"Nick",
""
],
[
"Mascolo",
"Cecilia",
""
]
] | Machine learning and deep learning have shown great promise in mobile sensing applications, including Human Activity Recognition. However, the performance of such models in real-world settings largely depends on the availability of large datasets that captures diverse behaviors. Recently, studies in computer vision and... |
2406.14266 | Anna Wr\'oblewska | Anna Wr\'oblewska, Marcel Witas, Kinga Fra\'nczak, Arkadiusz Knia\'z,
Siew Ann Cheong, Tan Seng Chee, Janusz Ho{\l}yst, Marcin Paprzycki | Intelligent Interface: Enhancing Lecture Engagement with Didactic
Activity Summaries | 9 pages, 6 figures | null | null | null | cs.AI cs.HC | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Recently, multiple applications of machine learning have been introduced.
They include various possibilities arising when image analysis methods are
applied to, broadly understood, video streams. In this context, a novel tool,
developed for academic educators to enhance the teaching process by automating,
summarizing... | [
{
"created": "Thu, 20 Jun 2024 12:45:23 GMT",
"version": "v1"
}
] | 2024-06-21 | [
[
"Wróblewska",
"Anna",
""
],
[
"Witas",
"Marcel",
""
],
[
"Frańczak",
"Kinga",
""
],
[
"Kniaź",
"Arkadiusz",
""
],
[
"Cheong",
"Siew Ann",
""
],
[
"Chee",
"Tan Seng",
""
],
[
"Hołyst",
"Janusz",
""
],
[
... | Recently, multiple applications of machine learning have been introduced. They include various possibilities arising when image analysis methods are applied to, broadly understood, video streams. In this context, a novel tool, developed for academic educators to enhance the teaching process by automating, summarizing, ... |
2307.02415 | Martin Costa | Sayan Bhattacharya and Mart\'in Costa and Nadav Panski and Shay
Solomon | Density-Sensitive Algorithms for $(\Delta + 1)$-Edge Coloring | To appear at ESA'24 | null | null | null | cs.DS | http://creativecommons.org/licenses/by/4.0/ | Vizing's theorem asserts the existence of a $(\Delta+1)$-edge coloring for
any graph $G$, where $\Delta = \Delta(G)$ denotes the maximum degree of $G$.
Several polynomial time $(\Delta+1)$-edge coloring algorithms are known, and
the state-of-the-art running time (up to polylogarithmic factors) is
$\tilde{O}(\min\{m \... | [
{
"created": "Wed, 5 Jul 2023 16:37:32 GMT",
"version": "v1"
},
{
"created": "Fri, 2 Aug 2024 14:03:46 GMT",
"version": "v2"
}
] | 2024-08-05 | [
[
"Bhattacharya",
"Sayan",
""
],
[
"Costa",
"Martín",
""
],
[
"Panski",
"Nadav",
""
],
[
"Solomon",
"Shay",
""
]
] | Vizing's theorem asserts the existence of a $(\Delta+1)$-edge coloring for any graph $G$, where $\Delta = \Delta(G)$ denotes the maximum degree of $G$. Several polynomial time $(\Delta+1)$-edge coloring algorithms are known, and the state-of-the-art running time (up to polylogarithmic factors) is $\tilde{O}(\min\{m \cd... |
1407.5981 | Tom Crick | Tom Crick, Benjamin A. Hall and Samin Ishtiaq | "Can I Implement Your Algorithm?": A Model for Reproducible Research
Software | Accepted for the 2nd Workshop on Sustainable Software for Science:
Practice and Experiences (WSSSPE2); 5 pages, LaTeX | null | null | null | cs.SE cs.CE | http://creativecommons.org/licenses/by-nc-sa/3.0/ | The reproduction and replication of novel results has become a major issue
for a number of scientific disciplines. In computer science and related
computational disciplines such as systems biology, the issues closely revolve
around the ability to implement novel algorithms and approaches. Taking an
approach from the ... | [
{
"created": "Tue, 22 Jul 2014 19:29:34 GMT",
"version": "v1"
},
{
"created": "Tue, 16 Sep 2014 13:35:18 GMT",
"version": "v2"
}
] | 2014-09-17 | [
[
"Crick",
"Tom",
""
],
[
"Hall",
"Benjamin A.",
""
],
[
"Ishtiaq",
"Samin",
""
]
] | The reproduction and replication of novel results has become a major issue for a number of scientific disciplines. In computer science and related computational disciplines such as systems biology, the issues closely revolve around the ability to implement novel algorithms and approaches. Taking an approach from the li... |
1405.2063 | Bob Scurlock | Bob J. Scurlock | Use of ARAS 360 to Facilitate Rapid Development of Articulated Total
Body Biomechanical Physics Simulations | null | null | null | null | cs.OH | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | The development of 3-dimensional environments to be used within a
biomechanical physics simulation framework, such as Articulated Total Body, can
be laborious and time intensive. This brief article demonstrates how the ARAS
360 software package can aid the user by speeding up development time.
| [
{
"created": "Thu, 17 Apr 2014 19:32:40 GMT",
"version": "v1"
}
] | 2014-05-09 | [
[
"Scurlock",
"Bob J.",
""
]
] | The development of 3-dimensional environments to be used within a biomechanical physics simulation framework, such as Articulated Total Body, can be laborious and time intensive. This brief article demonstrates how the ARAS 360 software package can aid the user by speeding up development time. |
1912.12861 | Sofia Dokuka | Sofia Dokuka, Ivan Zaikin, Kate Furman, Maksim Tsvetovat and Alex
Furman | Wisdom of collaborators: a peer-review approach to performance appraisal | null | null | null | null | cs.SI cs.CY | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Individual performance and reputation within a company are major factors that
influence wage distribution, promotion and firing. Due to the complexity and
collaborative nature of contemporary business processes, the evaluation of
individual impact in the majority of organizations is an ambiguous and
non-trivial task.... | [
{
"created": "Mon, 30 Dec 2019 09:23:51 GMT",
"version": "v1"
}
] | 2020-01-01 | [
[
"Dokuka",
"Sofia",
""
],
[
"Zaikin",
"Ivan",
""
],
[
"Furman",
"Kate",
""
],
[
"Tsvetovat",
"Maksim",
""
],
[
"Furman",
"Alex",
""
]
] | Individual performance and reputation within a company are major factors that influence wage distribution, promotion and firing. Due to the complexity and collaborative nature of contemporary business processes, the evaluation of individual impact in the majority of organizations is an ambiguous and non-trivial task. E... |
2105.09696 | Samuel Pagliarini | Mateus Saquetti, Raphael M. Brum, Bruno Zatt, Samuel Pagliarini,
Weverton Cordeiro, Jose R. Azambuja | A Terabit Hybrid FPGA-ASIC Platform for Switch Virtualization | ISVLSI | null | null | null | cs.AR cs.NI | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | The roll-out of technologies like 5G and the need for multi-terabit bandwidth
in backbone networks requires networking companies to make significant
investments to keep up with growing service demands. For lower capital
expenditure and faster time-to-market, companies can resort to
anything-as-a-service providers to ... | [
{
"created": "Thu, 20 May 2021 12:17:49 GMT",
"version": "v1"
}
] | 2021-05-21 | [
[
"Saquetti",
"Mateus",
""
],
[
"Brum",
"Raphael M.",
""
],
[
"Zatt",
"Bruno",
""
],
[
"Pagliarini",
"Samuel",
""
],
[
"Cordeiro",
"Weverton",
""
],
[
"Azambuja",
"Jose R.",
""
]
] | The roll-out of technologies like 5G and the need for multi-terabit bandwidth in backbone networks requires networking companies to make significant investments to keep up with growing service demands. For lower capital expenditure and faster time-to-market, companies can resort to anything-as-a-service providers to le... |
2106.14011 | Jordan Masakuna F | Jordan F. Masakuna and Steve Kroon | Distributed Identification of Central Nodes with Less Communication | 11 pages of work on distributed assessment of network centrality. It
is being prepared and finalised to be submitted to a conference | null | null | null | cs.SI | http://creativecommons.org/licenses/by/4.0/ | This paper is concerned with distributed detection of central nodes in
complex networks using closeness centrality. Closeness centrality plays an
essential role in network analysis. Evaluating closeness centrality exactly
requires complete knowledge of the network; for large networks, this may be
inefficient, so clos... | [
{
"created": "Sat, 26 Jun 2021 12:19:33 GMT",
"version": "v1"
}
] | 2021-06-29 | [
[
"Masakuna",
"Jordan F.",
""
],
[
"Kroon",
"Steve",
""
]
] | This paper is concerned with distributed detection of central nodes in complex networks using closeness centrality. Closeness centrality plays an essential role in network analysis. Evaluating closeness centrality exactly requires complete knowledge of the network; for large networks, this may be inefficient, so closen... |
1911.11750 | Nino Arsov | Nino Arsov, Milan Dukovski, Blagoja Evkoski, Stefan Cvetkovski | A Measure of Similarity in Textual Data Using Spearman's Rank
Correlation Coefficient | null | null | null | null | cs.LG cs.CL cs.IR stat.ML | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | In the last decade, many diverse advances have occurred in the field of
information extraction from data. Information extraction in its simplest form
takes place in computing environments, where structured data can be extracted
through a series of queries. The continuous expansion of quantities of data
have therefore... | [
{
"created": "Tue, 26 Nov 2019 18:38:59 GMT",
"version": "v1"
}
] | 2019-11-27 | [
[
"Arsov",
"Nino",
""
],
[
"Dukovski",
"Milan",
""
],
[
"Evkoski",
"Blagoja",
""
],
[
"Cvetkovski",
"Stefan",
""
]
] | In the last decade, many diverse advances have occurred in the field of information extraction from data. Information extraction in its simplest form takes place in computing environments, where structured data can be extracted through a series of queries. The continuous expansion of quantities of data have therefore p... |
2203.00914 | Hui Yuan | Hao Liu, Hui Yuan, Junhui Hou, Raouf Hamzaoui, Wei Gao | PUFA-GAN: A Frequency-Aware Generative Adversarial Network for 3D Point
Cloud Upsampling | null | null | 10.1109/TIP.2022.3222918 | null | cs.CV cs.MM eess.IV | http://creativecommons.org/publicdomain/zero/1.0/ | We propose a generative adversarial network for point cloud upsampling, which
can not only make the upsampled points evenly distributed on the underlying
surface but also efficiently generate clean high frequency regions. The
generator of our network includes a dynamic graph hierarchical residual
aggregation unit and... | [
{
"created": "Wed, 2 Mar 2022 07:47:46 GMT",
"version": "v1"
}
] | 2022-12-14 | [
[
"Liu",
"Hao",
""
],
[
"Yuan",
"Hui",
""
],
[
"Hou",
"Junhui",
""
],
[
"Hamzaoui",
"Raouf",
""
],
[
"Gao",
"Wei",
""
]
] | We propose a generative adversarial network for point cloud upsampling, which can not only make the upsampled points evenly distributed on the underlying surface but also efficiently generate clean high frequency regions. The generator of our network includes a dynamic graph hierarchical residual aggregation unit and a... |
2305.03427 | Nurettin Turan | Nurettin Turan, Benedikt Fesl, Wolfgang Utschick | Enhanced Low-Complexity FDD System Feedback with Variable Bit Lengths
via Generative Modeling | null | null | null | null | cs.IT eess.SP math.IT | http://creativecommons.org/licenses/by/4.0/ | Recently, a versatile limited feedback scheme based on a Gaussian mixture
model (GMM) was proposed for frequency division duplex (FDD) systems. This
scheme provides high flexibility regarding various system parameters and is
applicable to both point-to-point multiple-input multiple-output (MIMO) and
multi-user MIMO (... | [
{
"created": "Fri, 5 May 2023 11:02:01 GMT",
"version": "v1"
},
{
"created": "Tue, 28 Nov 2023 09:40:14 GMT",
"version": "v2"
}
] | 2023-11-29 | [
[
"Turan",
"Nurettin",
""
],
[
"Fesl",
"Benedikt",
""
],
[
"Utschick",
"Wolfgang",
""
]
] | Recently, a versatile limited feedback scheme based on a Gaussian mixture model (GMM) was proposed for frequency division duplex (FDD) systems. This scheme provides high flexibility regarding various system parameters and is applicable to both point-to-point multiple-input multiple-output (MIMO) and multi-user MIMO (MU... |
1703.02899 | Andreas Doerr | Andreas Doerr, Duy Nguyen-Tuong, Alonso Marco, Stefan Schaal,
Sebastian Trimpe | Model-Based Policy Search for Automatic Tuning of Multivariate PID
Controllers | Accepted final version to appear in 2017 IEEE International
Conference on Robotics and Automation (ICRA) | null | null | null | cs.LG cs.RO cs.SY stat.ML | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | PID control architectures are widely used in industrial applications. Despite
their low number of open parameters, tuning multiple, coupled PID controllers
can become tedious in practice. In this paper, we extend PILCO, a model-based
policy search framework, to automatically tune multivariate PID controllers
purely b... | [
{
"created": "Wed, 8 Mar 2017 16:28:17 GMT",
"version": "v1"
}
] | 2017-03-09 | [
[
"Doerr",
"Andreas",
""
],
[
"Nguyen-Tuong",
"Duy",
""
],
[
"Marco",
"Alonso",
""
],
[
"Schaal",
"Stefan",
""
],
[
"Trimpe",
"Sebastian",
""
]
] | PID control architectures are widely used in industrial applications. Despite their low number of open parameters, tuning multiple, coupled PID controllers can become tedious in practice. In this paper, we extend PILCO, a model-based policy search framework, to automatically tune multivariate PID controllers purely bas... |
2403.04605 | Diego Mesquita | Erik Nascimento, Diego Mesquita, Samuel Kaski, Amauri H Souza | In-n-Out: Calibrating Graph Neural Networks for Link Prediction | 18 pages, 4 figures, 8 tables | null | null | null | cs.LG | http://creativecommons.org/licenses/by-sa/4.0/ | Deep neural networks are notoriously miscalibrated, i.e., their outputs do
not reflect the true probability of the event we aim to predict. While networks
for tabular or image data are usually overconfident, recent works have shown
that graph neural networks (GNNs) show the opposite behavior for node-level
classifica... | [
{
"created": "Thu, 7 Mar 2024 15:54:46 GMT",
"version": "v1"
},
{
"created": "Fri, 8 Mar 2024 14:49:34 GMT",
"version": "v2"
}
] | 2024-03-11 | [
[
"Nascimento",
"Erik",
""
],
[
"Mesquita",
"Diego",
""
],
[
"Kaski",
"Samuel",
""
],
[
"Souza",
"Amauri H",
""
]
] | Deep neural networks are notoriously miscalibrated, i.e., their outputs do not reflect the true probability of the event we aim to predict. While networks for tabular or image data are usually overconfident, recent works have shown that graph neural networks (GNNs) show the opposite behavior for node-level classificati... |
2208.00301 | Chen Chen | Yichen Han, Christopher Bo Han, Chen Chen, Peng Wei Lee, Michael
Hogarth, Alison A. Moore, Nadir Weibel, Emilia Farcas | Towards Visualization of Time-Series Ecological Momentary Assessment
(EMA) Data on Standalone Voice-First Virtual Assistants | 4 pages, The 24th International ACM SIGACCESS Conference on Computers
and Accessibility | null | 10.1145/3517428.3550398 | null | cs.HC cs.CY | http://creativecommons.org/licenses/by/4.0/ | Population aging is an increasingly important consideration for health care
in the 21th century, and continuing to have access and interact with digital
health information is a key challenge for aging populations. Voice-based
Intelligent Virtual Assistants (IVAs) are promising to improve the Quality of
Life (QoL) of ... | [
{
"created": "Sat, 30 Jul 2022 20:03:15 GMT",
"version": "v1"
}
] | 2022-08-02 | [
[
"Han",
"Yichen",
""
],
[
"Han",
"Christopher Bo",
""
],
[
"Chen",
"Chen",
""
],
[
"Lee",
"Peng Wei",
""
],
[
"Hogarth",
"Michael",
""
],
[
"Moore",
"Alison A.",
""
],
[
"Weibel",
"Nadir",
""
],
[
"F... | Population aging is an increasingly important consideration for health care in the 21th century, and continuing to have access and interact with digital health information is a key challenge for aging populations. Voice-based Intelligent Virtual Assistants (IVAs) are promising to improve the Quality of Life (QoL) of ol... |
1909.13162 | Aneek Barman Roy | Aneek Barman Roy | Translation, Sentiment and Voices: A Computational Model to Translate
and Analyse Voices from Real-Time Video Calling | 79 Pages, 19 Tables, 24 Figures, A M.Sc Dissertation | null | null | null | cs.CL cs.LG | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | With internet quickly becoming an easy access to many, voice calling over
internet is slowly gaining momentum. Individuals has been engaging in video
communication across the world in different languages. The decade saw the
emergence of language translation using neural networks as well. With more data
being generate... | [
{
"created": "Sat, 28 Sep 2019 22:11:03 GMT",
"version": "v1"
}
] | 2019-10-01 | [
[
"Roy",
"Aneek Barman",
""
]
] | With internet quickly becoming an easy access to many, voice calling over internet is slowly gaining momentum. Individuals has been engaging in video communication across the world in different languages. The decade saw the emergence of language translation using neural networks as well. With more data being generated ... |
2205.04665 | Tian-Sheuan Chang | Yu-Hsiang Chiang, Tian-Sheuan Chang and Shyh Jye Jou | A 14uJ/Decision Keyword Spotting Accelerator with In-SRAM-Computing and
On Chip Learning for Customization | 10 pages, 18 figures, to be published in IEEE Transaction on VLSI,
2022 | null | 10.1109/TVLSI.2022.3172685 | null | cs.AR cs.LG eess.AS | http://creativecommons.org/licenses/by/4.0/ | Keyword spotting has gained popularity as a natural way to interact with
consumer devices in recent years. However, because of its always-on nature and
the variety of speech, it necessitates a low-power design as well as user
customization. This paper describes a low-power, energy-efficient keyword
spotting accelerat... | [
{
"created": "Tue, 10 May 2022 04:42:20 GMT",
"version": "v1"
}
] | 2022-06-10 | [
[
"Chiang",
"Yu-Hsiang",
""
],
[
"Chang",
"Tian-Sheuan",
""
],
[
"Jou",
"Shyh Jye",
""
]
] | Keyword spotting has gained popularity as a natural way to interact with consumer devices in recent years. However, because of its always-on nature and the variety of speech, it necessitates a low-power design as well as user customization. This paper describes a low-power, energy-efficient keyword spotting accelerator... |
2002.11383 | Tai Do Duc | Tai Do Duc, Shuo Shao, Chaoping Xing | Symmetric uncoded caching schemes with low subpacketization levels | null | null | null | null | cs.IT math.IT | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Caching is a commonly used technique in content-delivery networks which aims
to deliver information from hosting servers to users in the most efficient way.
In 2014, Maddah-Ali and Niessen formulated caching into a formal information
theoretic problem and it has gained a lot of attention since then. It is known
that ... | [
{
"created": "Wed, 26 Feb 2020 09:55:38 GMT",
"version": "v1"
}
] | 2020-02-27 | [
[
"Duc",
"Tai Do",
""
],
[
"Shao",
"Shuo",
""
],
[
"Xing",
"Chaoping",
""
]
] | Caching is a commonly used technique in content-delivery networks which aims to deliver information from hosting servers to users in the most efficient way. In 2014, Maddah-Ali and Niessen formulated caching into a formal information theoretic problem and it has gained a lot of attention since then. It is known that th... |
2005.10783 | Leighton Barnes | Leighton Pate Barnes, Wei-Ning Chen, and Ayfer Ozgur | Fisher information under local differential privacy | null | null | null | null | cs.IT math.IT math.ST stat.ML stat.TH | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | We develop data processing inequalities that describe how Fisher information
from statistical samples can scale with the privacy parameter $\varepsilon$
under local differential privacy constraints. These bounds are valid under
general conditions on the distribution of the score of the statistical model,
and they elu... | [
{
"created": "Thu, 21 May 2020 17:05:09 GMT",
"version": "v1"
}
] | 2020-05-22 | [
[
"Barnes",
"Leighton Pate",
""
],
[
"Chen",
"Wei-Ning",
""
],
[
"Ozgur",
"Ayfer",
""
]
] | We develop data processing inequalities that describe how Fisher information from statistical samples can scale with the privacy parameter $\varepsilon$ under local differential privacy constraints. These bounds are valid under general conditions on the distribution of the score of the statistical model, and they eluci... |
cs/0407031 | Pavel Naumov | Pavel Naumov | On Modal Logics of Partial Recursive Functions | null | null | null | null | cs.LO | null | The classical propositional logic is known to be sound and complete with
respect to the set semantics that interprets connectives as set operations. The
paper extends propositional language by a new binary modality that corresponds
to partial recursive function type constructor under the above interpretation.
The cas... | [
{
"created": "Mon, 12 Jul 2004 22:53:33 GMT",
"version": "v1"
}
] | 2007-05-23 | [
[
"Naumov",
"Pavel",
""
]
] | The classical propositional logic is known to be sound and complete with respect to the set semantics that interprets connectives as set operations. The paper extends propositional language by a new binary modality that corresponds to partial recursive function type constructor under the above interpretation. The cases... |
2105.02501 | Fan Bai | Fan Bai, Jiaxiang Wu, Pengcheng Shen, Shaoxin Li and Shuigeng Zhou | Federated Face Recognition | null | null | null | null | cs.CV cs.AI | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Face recognition has been extensively studied in computer vision and
artificial intelligence communities in recent years. An important issue of face
recognition is data privacy, which receives more and more public concerns. As a
common privacy-preserving technique, Federated Learning is proposed to train a
model coop... | [
{
"created": "Thu, 6 May 2021 08:07:25 GMT",
"version": "v1"
}
] | 2021-05-07 | [
[
"Bai",
"Fan",
""
],
[
"Wu",
"Jiaxiang",
""
],
[
"Shen",
"Pengcheng",
""
],
[
"Li",
"Shaoxin",
""
],
[
"Zhou",
"Shuigeng",
""
]
] | Face recognition has been extensively studied in computer vision and artificial intelligence communities in recent years. An important issue of face recognition is data privacy, which receives more and more public concerns. As a common privacy-preserving technique, Federated Learning is proposed to train a model cooper... |
1904.11137 | Imil Hamda Imran | Imil Hamda Imran, Zhiyong Chen, Lijun Zhu, and Minyue Fu | A Distributed Adaptive Scheme for Multi-Agent Systems | null | null | null | null | cs.SY | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | In traditional adaptive control, the certainty equivalence principle suggests
a two-step design scheme. A controller is first designed for the ideal
situation assuming the uncertain parameter was known and it renders a Lyapunov
function. Then, the uncertain parameter in the controller is replaced by its
estimation th... | [
{
"created": "Thu, 25 Apr 2019 03:18:59 GMT",
"version": "v1"
}
] | 2019-04-26 | [
[
"Imran",
"Imil Hamda",
""
],
[
"Chen",
"Zhiyong",
""
],
[
"Zhu",
"Lijun",
""
],
[
"Fu",
"Minyue",
""
]
] | In traditional adaptive control, the certainty equivalence principle suggests a two-step design scheme. A controller is first designed for the ideal situation assuming the uncertain parameter was known and it renders a Lyapunov function. Then, the uncertain parameter in the controller is replaced by its estimation that... |
2210.06110 | Moritz Einfalt | Moritz Einfalt, Katja Ludwig, Rainer Lienhart | Uplift and Upsample: Efficient 3D Human Pose Estimation with Uplifting
Transformers | Accepted at IEEE/CVF WACV 2023 | null | null | null | cs.CV | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | The state-of-the-art for monocular 3D human pose estimation in videos is
dominated by the paradigm of 2D-to-3D pose uplifting. While the uplifting
methods themselves are rather efficient, the true computational complexity
depends on the per-frame 2D pose estimation. In this paper, we present a
Transformer-based pose ... | [
{
"created": "Wed, 12 Oct 2022 12:00:56 GMT",
"version": "v1"
},
{
"created": "Fri, 14 Oct 2022 09:23:56 GMT",
"version": "v2"
},
{
"created": "Fri, 21 Oct 2022 10:09:40 GMT",
"version": "v3"
}
] | 2022-10-24 | [
[
"Einfalt",
"Moritz",
""
],
[
"Ludwig",
"Katja",
""
],
[
"Lienhart",
"Rainer",
""
]
] | The state-of-the-art for monocular 3D human pose estimation in videos is dominated by the paradigm of 2D-to-3D pose uplifting. While the uplifting methods themselves are rather efficient, the true computational complexity depends on the per-frame 2D pose estimation. In this paper, we present a Transformer-based pose up... |
2302.07324 | Chenglei Si | Chenglei Si, Zhengyan Zhang, Yingfa Chen, Xiaozhi Wang, Zhiyuan Liu,
Maosong Sun | READIN: A Chinese Multi-Task Benchmark with Realistic and Diverse Input
Noises | ACL 2023 | null | null | null | cs.CL | http://creativecommons.org/licenses/by/4.0/ | For many real-world applications, the user-generated inputs usually contain
various noises due to speech recognition errors caused by linguistic
variations1 or typographical errors (typos). Thus, it is crucial to test model
performance on data with realistic input noises to ensure robustness and
fairness. However, li... | [
{
"created": "Tue, 14 Feb 2023 20:14:39 GMT",
"version": "v1"
},
{
"created": "Thu, 25 May 2023 01:04:08 GMT",
"version": "v2"
}
] | 2023-05-26 | [
[
"Si",
"Chenglei",
""
],
[
"Zhang",
"Zhengyan",
""
],
[
"Chen",
"Yingfa",
""
],
[
"Wang",
"Xiaozhi",
""
],
[
"Liu",
"Zhiyuan",
""
],
[
"Sun",
"Maosong",
""
]
] | For many real-world applications, the user-generated inputs usually contain various noises due to speech recognition errors caused by linguistic variations1 or typographical errors (typos). Thus, it is crucial to test model performance on data with realistic input noises to ensure robustness and fairness. However, litt... |
1912.05047 | Yi Ren | Namwoo Kang, Yi Ren, Fred Feinberg, and Panos Papalambros | Form + Function: Optimizing Aesthetic Product Design via Adaptive,
Geometrized Preference Elicitation | submitted to Marketing Science | null | null | null | cs.HC | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Visual design is critical to product success, and the subject of intensive
marketing research effort. Yet visual elements, due to their holistic and
interactive nature, do not lend themselves well to optimization using extant
decompositional methods for preference elicitation. Here we present a
systematic methodology... | [
{
"created": "Tue, 10 Dec 2019 23:36:49 GMT",
"version": "v1"
}
] | 2019-12-12 | [
[
"Kang",
"Namwoo",
""
],
[
"Ren",
"Yi",
""
],
[
"Feinberg",
"Fred",
""
],
[
"Papalambros",
"Panos",
""
]
] | Visual design is critical to product success, and the subject of intensive marketing research effort. Yet visual elements, due to their holistic and interactive nature, do not lend themselves well to optimization using extant decompositional methods for preference elicitation. Here we present a systematic methodology t... |
2305.18183 | Gowtham Reddy Abbavaram | Abbavaram Gowtham Reddy, Saketh Bachu, Saloni Dash, Charchit Sharma,
Amit Sharma, Vineeth N Balasubramanian | On Counterfactual Data Augmentation Under Confounding | null | null | null | null | cs.LG cs.CV stat.ML | http://creativecommons.org/licenses/by/4.0/ | Counterfactual data augmentation has recently emerged as a method to mitigate
confounding biases in the training data. These biases, such as spurious
correlations, arise due to various observed and unobserved confounding
variables in the data generation process. In this paper, we formally analyze
how confounding bias... | [
{
"created": "Mon, 29 May 2023 16:20:23 GMT",
"version": "v1"
},
{
"created": "Tue, 21 Nov 2023 09:11:38 GMT",
"version": "v2"
}
] | 2023-11-22 | [
[
"Reddy",
"Abbavaram Gowtham",
""
],
[
"Bachu",
"Saketh",
""
],
[
"Dash",
"Saloni",
""
],
[
"Sharma",
"Charchit",
""
],
[
"Sharma",
"Amit",
""
],
[
"Balasubramanian",
"Vineeth N",
""
]
] | Counterfactual data augmentation has recently emerged as a method to mitigate confounding biases in the training data. These biases, such as spurious correlations, arise due to various observed and unobserved confounding variables in the data generation process. In this paper, we formally analyze how confounding biases... |
2301.01676 | Prerona Chatterjee | Prerona Chatterjee, Pavel Hrube\v{s} | New Lower Bounds against Homogeneous Non-Commutative Circuits | null | null | null | null | cs.CC | http://creativecommons.org/licenses/by-nc-sa/4.0/ | We give several new lower bounds on size of homogeneous non-commutative
circuits. We present an explicit homogeneous bivariate polynomial of degree $d$
which requires homogeneous non-commutative circuit of size $\Omega(d/\log d)$.
For an $n$-variate polynomial with $n>1$, the result can be improved to
$\Omega(nd)$, i... | [
{
"created": "Wed, 4 Jan 2023 16:00:56 GMT",
"version": "v1"
}
] | 2023-01-05 | [
[
"Chatterjee",
"Prerona",
""
],
[
"Hrubeš",
"Pavel",
""
]
] | We give several new lower bounds on size of homogeneous non-commutative circuits. We present an explicit homogeneous bivariate polynomial of degree $d$ which requires homogeneous non-commutative circuit of size $\Omega(d/\log d)$. For an $n$-variate polynomial with $n>1$, the result can be improved to $\Omega(nd)$, if ... |
2404.11401 | Xianqiang Lyu | Xianqiang Lyu and Hui Liu and Junhui Hou | RainyScape: Unsupervised Rainy Scene Reconstruction using Decoupled
Neural Rendering | null | null | null | null | cs.CV | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | We propose RainyScape, an unsupervised framework for reconstructing clean
scenes from a collection of multi-view rainy images. RainyScape consists of two
main modules: a neural rendering module and a rain-prediction module that
incorporates a predictor network and a learnable latent embedding that captures
the rain c... | [
{
"created": "Wed, 17 Apr 2024 14:07:22 GMT",
"version": "v1"
}
] | 2024-04-18 | [
[
"Lyu",
"Xianqiang",
""
],
[
"Liu",
"Hui",
""
],
[
"Hou",
"Junhui",
""
]
] | We propose RainyScape, an unsupervised framework for reconstructing clean scenes from a collection of multi-view rainy images. RainyScape consists of two main modules: a neural rendering module and a rain-prediction module that incorporates a predictor network and a learnable latent embedding that captures the rain cha... |
1710.06323 | Anna-Lena Horlemann-Trautmann | Heide Gluesing-Luerssen and Anna-Lena Horlemann-Trautmann | Symbol Erasure Correction Capability of Spread Codes | null | null | null | null | cs.IT math.IT | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | We consider data transmission over a network where each edge is an erasure
channel and where the inner nodes transmit a random linear combination of their
incoming information. We distinguish two channel models in this setting, the
row and the column erasure channel model. For both models we derive the symbol
erasure... | [
{
"created": "Tue, 17 Oct 2017 14:52:06 GMT",
"version": "v1"
}
] | 2017-10-18 | [
[
"Gluesing-Luerssen",
"Heide",
""
],
[
"Horlemann-Trautmann",
"Anna-Lena",
""
]
] | We consider data transmission over a network where each edge is an erasure channel and where the inner nodes transmit a random linear combination of their incoming information. We distinguish two channel models in this setting, the row and the column erasure channel model. For both models we derive the symbol erasure c... |
2305.15091 | Wadii Boulila Prof. | Zouhayra Ayadi, Wadii Boulila, Imed Riadh Farah | Modeling Complex Object Changes in Satellite Image Time-Series: Approach
based on CSP and Spatiotemporal Graph | null | null | null | null | cs.CV | http://creativecommons.org/licenses/by/4.0/ | This paper proposes a method for automatically monitoring and analyzing the
evolution of complex geographic objects. The objects are modeled as a
spatiotemporal graph, which separates filiation relations, spatial relations,
and spatiotemporal relations, and is analyzed by detecting frequent sub-graphs
using constrain... | [
{
"created": "Wed, 24 May 2023 12:15:19 GMT",
"version": "v1"
}
] | 2023-05-25 | [
[
"Ayadi",
"Zouhayra",
""
],
[
"Boulila",
"Wadii",
""
],
[
"Farah",
"Imed Riadh",
""
]
] | This paper proposes a method for automatically monitoring and analyzing the evolution of complex geographic objects. The objects are modeled as a spatiotemporal graph, which separates filiation relations, spatial relations, and spatiotemporal relations, and is analyzed by detecting frequent sub-graphs using constraint ... |
2401.17835 | Tankred Saanum | Tankred Saanum, Peter Dayan, Eric Schulz | Predicting the Future with Simple World Models | null | null | null | null | cs.LG | http://creativecommons.org/licenses/by/4.0/ | World models can represent potentially high-dimensional pixel observations in
compact latent spaces, making it tractable to model the dynamics of the
environment. However, the latent dynamics inferred by these models may still be
highly complex. Abstracting the dynamics of the environment with simple models
can have ... | [
{
"created": "Wed, 31 Jan 2024 13:52:11 GMT",
"version": "v1"
}
] | 2024-02-01 | [
[
"Saanum",
"Tankred",
""
],
[
"Dayan",
"Peter",
""
],
[
"Schulz",
"Eric",
""
]
] | World models can represent potentially high-dimensional pixel observations in compact latent spaces, making it tractable to model the dynamics of the environment. However, the latent dynamics inferred by these models may still be highly complex. Abstracting the dynamics of the environment with simple models can have se... |
2007.06677 | Elizabeth Polgreen | Nicolas Chan, Elizabeth Polgreen and Sanjit A. Seshia | Gradient Descent over Metagrammars for Syntax-Guided Synthesis | 5 pages, SYNT 2020 | null | null | null | cs.SE cs.AI cs.LG cs.PL | http://creativecommons.org/licenses/by/4.0/ | The performance of a syntax-guided synthesis algorithm is highly dependent on
the provision of a good syntactic template, or grammar. Provision of such a
template is often left to the user to do manually, though in the absence of
such a grammar, state-of-the-art solvers will provide their own default
grammar, which i... | [
{
"created": "Mon, 13 Jul 2020 20:37:35 GMT",
"version": "v1"
},
{
"created": "Thu, 16 Jul 2020 18:31:10 GMT",
"version": "v2"
}
] | 2020-07-20 | [
[
"Chan",
"Nicolas",
""
],
[
"Polgreen",
"Elizabeth",
""
],
[
"Seshia",
"Sanjit A.",
""
]
] | The performance of a syntax-guided synthesis algorithm is highly dependent on the provision of a good syntactic template, or grammar. Provision of such a template is often left to the user to do manually, though in the absence of such a grammar, state-of-the-art solvers will provide their own default grammar, which is ... |
1607.02537 | Heng Fan | Heng Fan, Xue Mei, Danil Prokhorov and Haibin Ling | Multi-level Contextual RNNs with Attention Model for Scene Labeling | 8 pages, 8 figures | null | null | null | cs.CV | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Context in image is crucial for scene labeling while existing methods only
exploit local context generated from a small surrounding area of an image patch
or a pixel, by contrast long-range and global contextual information is
ignored. To handle this issue, we in this work propose a novel approach for
scene labeling ... | [
{
"created": "Fri, 8 Jul 2016 21:51:53 GMT",
"version": "v1"
},
{
"created": "Wed, 10 Aug 2016 21:15:51 GMT",
"version": "v2"
}
] | 2016-08-12 | [
[
"Fan",
"Heng",
""
],
[
"Mei",
"Xue",
""
],
[
"Prokhorov",
"Danil",
""
],
[
"Ling",
"Haibin",
""
]
] | Context in image is crucial for scene labeling while existing methods only exploit local context generated from a small surrounding area of an image patch or a pixel, by contrast long-range and global contextual information is ignored. To handle this issue, we in this work propose a novel approach for scene labeling by... |
2406.18383 | Santiago Figueira | Ver\'onica Becher, Olivier Carton and Santiago Figueira | Rauzy dimension and finite-state dimension | null | null | null | null | cs.IT cs.FL math.IT | http://creativecommons.org/licenses/by/4.0/ | In a paper of 1976, Rauzy studied two complexity notions, $\underline{\beta}$
and $\overline{\beta}$, for infinite sequences over a finite alphabet. The
function $\underline{\beta}$ is maximum exactly in the Borel normal sequences
and $\overline{\beta}$ is minimum exactly in the sequences that, when added to
any Bore... | [
{
"created": "Wed, 26 Jun 2024 14:24:58 GMT",
"version": "v1"
}
] | 2024-06-27 | [
[
"Becher",
"Verónica",
""
],
[
"Carton",
"Olivier",
""
],
[
"Figueira",
"Santiago",
""
]
] | In a paper of 1976, Rauzy studied two complexity notions, $\underline{\beta}$ and $\overline{\beta}$, for infinite sequences over a finite alphabet. The function $\underline{\beta}$ is maximum exactly in the Borel normal sequences and $\overline{\beta}$ is minimum exactly in the sequences that, when added to any Borel ... |
2106.11426 | Zichang Liu | Zichang Liu, Benjamin Coleman, Anshumali Shrivastava | Efficient Inference via Universal LSH Kernel | null | null | null | null | cs.LG cs.AI cs.DS | http://creativecommons.org/licenses/by-nc-nd/4.0/ | Large machine learning models achieve unprecedented performance on various
tasks and have evolved as the go-to technique. However, deploying these compute
and memory hungry models on resource constraint environments poses new
challenges. In this work, we propose mathematically provable Representer
Sketch, a concise s... | [
{
"created": "Mon, 21 Jun 2021 22:06:32 GMT",
"version": "v1"
}
] | 2021-06-23 | [
[
"Liu",
"Zichang",
""
],
[
"Coleman",
"Benjamin",
""
],
[
"Shrivastava",
"Anshumali",
""
]
] | Large machine learning models achieve unprecedented performance on various tasks and have evolved as the go-to technique. However, deploying these compute and memory hungry models on resource constraint environments poses new challenges. In this work, we propose mathematically provable Representer Sketch, a concise set... |
1201.0564 | Toby Walsh | Ronald de Haan, Nina Narodytska, Toby Walsh | The RegularGcc Matrix Constraint | Submitted to CPAIOR 2012 | null | null | null | cs.AI | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | We study propagation of the RegularGcc global constraint. This ensures that
each row of a matrix of decision variables satisfies a Regular constraint, and
each column satisfies a Gcc constraint. On the negative side, we prove that
propagation is NP-hard even under some strong restrictions (e.g. just 3 values,
just 4 ... | [
{
"created": "Tue, 3 Jan 2012 03:30:18 GMT",
"version": "v1"
}
] | 2016-11-26 | [
[
"de Haan",
"Ronald",
""
],
[
"Narodytska",
"Nina",
""
],
[
"Walsh",
"Toby",
""
]
] | We study propagation of the RegularGcc global constraint. This ensures that each row of a matrix of decision variables satisfies a Regular constraint, and each column satisfies a Gcc constraint. On the negative side, we prove that propagation is NP-hard even under some strong restrictions (e.g. just 3 values, just 4 st... |
2106.01048 | Conor F. Hayes | Conor F. Hayes, Timothy Verstraeten, Diederik M. Roijers, Enda Howley,
Patrick Mannion | Expected Scalarised Returns Dominance: A New Solution Concept for
Multi-Objective Decision Making | null | null | 10.1007/s00521-022-07334-x | null | cs.LG cs.AI | http://creativecommons.org/licenses/by/4.0/ | In many real-world scenarios, the utility of a user is derived from the
single execution of a policy. In this case, to apply multi-objective
reinforcement learning, the expected utility of the returns must be optimised.
Various scenarios exist where a user's preferences over objectives (also known
as the utility func... | [
{
"created": "Wed, 2 Jun 2021 09:42:42 GMT",
"version": "v1"
},
{
"created": "Thu, 23 Sep 2021 16:46:44 GMT",
"version": "v2"
},
{
"created": "Fri, 1 Jul 2022 13:24:54 GMT",
"version": "v3"
}
] | 2022-07-06 | [
[
"Hayes",
"Conor F.",
""
],
[
"Verstraeten",
"Timothy",
""
],
[
"Roijers",
"Diederik M.",
""
],
[
"Howley",
"Enda",
""
],
[
"Mannion",
"Patrick",
""
]
] | In many real-world scenarios, the utility of a user is derived from the single execution of a policy. In this case, to apply multi-objective reinforcement learning, the expected utility of the returns must be optimised. Various scenarios exist where a user's preferences over objectives (also known as the utility functi... |
2408.01215 | Juyoung Yun | Juyoung Yun, Hoyoung Kim, Suin Cho, Hangil Kang | ZNorm: Z-Score Gradient Normalization for Accelerating Neural Network
Training | null | null | null | null | cs.LG | http://creativecommons.org/publicdomain/zero/1.0/ | The rapid advancements in deep learning necessitate efficient training
methods for deep neural networks (DNNs). As models grow in complexity,
vanishing and exploding gradients impede convergence and performance. We
propose Z-Score Normalization for Gradient Descent (ZNorm), an innovative
technique that adjusts only t... | [
{
"created": "Fri, 2 Aug 2024 12:04:19 GMT",
"version": "v1"
}
] | 2024-08-05 | [
[
"Yun",
"Juyoung",
""
],
[
"Kim",
"Hoyoung",
""
],
[
"Cho",
"Suin",
""
],
[
"Kang",
"Hangil",
""
]
] | The rapid advancements in deep learning necessitate efficient training methods for deep neural networks (DNNs). As models grow in complexity, vanishing and exploding gradients impede convergence and performance. We propose Z-Score Normalization for Gradient Descent (ZNorm), an innovative technique that adjusts only the... |
1811.02189 | Weijie Kong | Weijie Kong, Nannan Li, Shan Liu, Thomas Li, Ge Li | BLP -- Boundary Likelihood Pinpointing Networks for Accurate Temporal
Action Localization | Accepted to International Conference on Acoustics, Speech, and Signal
Processing (ICASSP), 2019 | null | null | null | cs.CV | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Despite tremendous progress achieved in temporal action detection,
state-of-the-art methods still suffer from the sharp performance deterioration
when localizing the starting and ending temporal action boundaries. Although
most methods apply boundary regression paradigm to tackle this problem, we
argue that the direc... | [
{
"created": "Tue, 6 Nov 2018 06:54:58 GMT",
"version": "v1"
},
{
"created": "Wed, 7 Nov 2018 08:25:27 GMT",
"version": "v2"
},
{
"created": "Mon, 12 Nov 2018 03:33:40 GMT",
"version": "v3"
},
{
"created": "Sat, 9 Feb 2019 14:28:03 GMT",
"version": "v4"
},
{
"crea... | 2019-12-17 | [
[
"Kong",
"Weijie",
""
],
[
"Li",
"Nannan",
""
],
[
"Liu",
"Shan",
""
],
[
"Li",
"Thomas",
""
],
[
"Li",
"Ge",
""
]
] | Despite tremendous progress achieved in temporal action detection, state-of-the-art methods still suffer from the sharp performance deterioration when localizing the starting and ending temporal action boundaries. Although most methods apply boundary regression paradigm to tackle this problem, we argue that the direct ... |
2108.01064 | Anjum Anjum | Anushka Gupta, Diksha Chugh, Anjum, Rahul Katarya | Automated News Summarization Using Transformers | 10 pages | Sustainable Advanced Computing - Select Proceedings of ICSAC 2021 | null | null | cs.CL | http://creativecommons.org/licenses/by/4.0/ | The amount of text data available online is increasing at a very fast pace
hence text summarization has become essential. Most of the modern recommender
and text classification systems require going through a huge amount of data.
Manually generating precise and fluent summaries of lengthy articles is a very
tiresome ... | [
{
"created": "Fri, 23 Apr 2021 04:22:33 GMT",
"version": "v1"
}
] | 2021-08-03 | [
[
"Gupta",
"Anushka",
""
],
[
"Chugh",
"Diksha",
""
],
[
"Anjum",
"",
""
],
[
"Katarya",
"Rahul",
""
]
] | The amount of text data available online is increasing at a very fast pace hence text summarization has become essential. Most of the modern recommender and text classification systems require going through a huge amount of data. Manually generating precise and fluent summaries of lengthy articles is a very tiresome an... |
2406.19309 | Mathias Vast | Mathias Vast, Basile Van Cooten, Laure Soulier and Benjamin Piwowarski | Which Neurons Matter in IR? Applying Integrated Gradients-based Methods
to Understand Cross-Encoders | Accepted at ICTIR 2024 | null | 10.1145/3664190.3672528 | null | cs.IR | http://creativecommons.org/licenses/by/4.0/ | With the recent addition of Retrieval-Augmented Generation (RAG), the scope
and importance of Information Retrieval (IR) has expanded. As a result, the
importance of a deeper understanding of IR models also increases. However,
interpretability in IR remains under-explored, especially when it comes to the
models' inne... | [
{
"created": "Thu, 27 Jun 2024 16:33:40 GMT",
"version": "v1"
},
{
"created": "Fri, 5 Jul 2024 15:48:55 GMT",
"version": "v2"
}
] | 2024-07-08 | [
[
"Vast",
"Mathias",
""
],
[
"Van Cooten",
"Basile",
""
],
[
"Soulier",
"Laure",
""
],
[
"Piwowarski",
"Benjamin",
""
]
] | With the recent addition of Retrieval-Augmented Generation (RAG), the scope and importance of Information Retrieval (IR) has expanded. As a result, the importance of a deeper understanding of IR models also increases. However, interpretability in IR remains under-explored, especially when it comes to the models' inner ... |
2405.05508 | Mingzhu Wang | Mingzhu Wang, Yuzhe Zhang, Qihang Zhao, Juanyi Yang, Hong Zhang | Redefining Information Retrieval of Structured Database via Large
Language Models | null | null | null | null | cs.IR cs.AI | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Retrieval augmentation is critical when Language Models (LMs) exploit
non-parametric knowledge related to the query through external knowledge bases
before reasoning. The retrieved information is incorporated into LMs as context
alongside the query, enhancing the reliability of responses towards factual
questions. Pr... | [
{
"created": "Thu, 9 May 2024 02:37:53 GMT",
"version": "v1"
}
] | 2024-05-10 | [
[
"Wang",
"Mingzhu",
""
],
[
"Zhang",
"Yuzhe",
""
],
[
"Zhao",
"Qihang",
""
],
[
"Yang",
"Juanyi",
""
],
[
"Zhang",
"Hong",
""
]
] | Retrieval augmentation is critical when Language Models (LMs) exploit non-parametric knowledge related to the query through external knowledge bases before reasoning. The retrieved information is incorporated into LMs as context alongside the query, enhancing the reliability of responses towards factual questions. Prio... |
2211.00713 | Saurabh Deshpande Mr. | Saurabh Deshpande, St\'ephane P.A. Bordas, Jakub Lengiewicz | MAgNET: A Graph U-Net Architecture for Mesh-Based Simulations | null | Engineering Applications of Artificial Intelligence, Volume 133,
Part B, 2024, 108055 | 10.1016/j.engappai.2024.108055 | null | cs.LG cs.CE | http://creativecommons.org/licenses/by/4.0/ | In many cutting-edge applications, high-fidelity computational models prove
to be too slow for practical use and are therefore replaced by much faster
surrogate models. Recently, deep learning techniques have increasingly been
utilized to accelerate such predictions. To enable learning on
large-dimensional and comple... | [
{
"created": "Tue, 1 Nov 2022 19:23:45 GMT",
"version": "v1"
},
{
"created": "Thu, 30 Mar 2023 13:56:35 GMT",
"version": "v2"
},
{
"created": "Tue, 2 Apr 2024 14:22:26 GMT",
"version": "v3"
}
] | 2024-04-03 | [
[
"Deshpande",
"Saurabh",
""
],
[
"Bordas",
"Stéphane P. A.",
""
],
[
"Lengiewicz",
"Jakub",
""
]
] | In many cutting-edge applications, high-fidelity computational models prove to be too slow for practical use and are therefore replaced by much faster surrogate models. Recently, deep learning techniques have increasingly been utilized to accelerate such predictions. To enable learning on large-dimensional and complex ... |
2211.11238 | Sijie Wang | Sijie Wang, Qiyu Kang, Rui She, Wee Peng Tay, Andreas Hartmannsgruber,
Diego Navarro Navarro | RobustLoc: Robust Camera Pose Regression in Challenging Driving
Environments | Accepted by AAAI 2023 | null | null | null | cs.CV | http://creativecommons.org/licenses/by/4.0/ | Camera relocalization has various applications in autonomous driving.
Previous camera pose regression models consider only ideal scenarios where
there is little environmental perturbation. To deal with challenging driving
environments that may have changing seasons, weather, illumination, and the
presence of unstable... | [
{
"created": "Mon, 21 Nov 2022 08:02:39 GMT",
"version": "v1"
},
{
"created": "Wed, 23 Nov 2022 10:32:09 GMT",
"version": "v2"
},
{
"created": "Mon, 3 Apr 2023 12:36:50 GMT",
"version": "v3"
},
{
"created": "Thu, 25 May 2023 12:17:09 GMT",
"version": "v4"
}
] | 2023-05-26 | [
[
"Wang",
"Sijie",
""
],
[
"Kang",
"Qiyu",
""
],
[
"She",
"Rui",
""
],
[
"Tay",
"Wee Peng",
""
],
[
"Hartmannsgruber",
"Andreas",
""
],
[
"Navarro",
"Diego Navarro",
""
]
] | Camera relocalization has various applications in autonomous driving. Previous camera pose regression models consider only ideal scenarios where there is little environmental perturbation. To deal with challenging driving environments that may have changing seasons, weather, illumination, and the presence of unstable o... |
2003.08580 | Nikita Samarin | Nikita Samarin, Alisa Frik, Sean Brooks, Coye Cheshire, Serge Egelman | Surveying Vulnerable Populations: A Case Study of Civil Society
Organizations | [v2] Appears in the Workshop on Inclusive Privacy and Security (WIPS)
co-located with Symposium on Usable Privacy and Security (SOUPS) 2020; [v1]
Appears in the Networked Privacy Workshop co-located with ACM Conference on
Human Factors in Computing Systems (CHI) 2020 | null | null | null | cs.CY cs.CR cs.HC | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Compared to organizations in other sectors, civil society organizations
(CSOs) are particularly vulnerable to security and privacy threats, as they
lack adequate resources and expertise to defend themselves. At the same time,
their security needs and practices have not gained much attention among
researchers, and exi... | [
{
"created": "Thu, 19 Mar 2020 05:30:21 GMT",
"version": "v1"
},
{
"created": "Mon, 13 Jul 2020 21:01:40 GMT",
"version": "v2"
}
] | 2020-07-15 | [
[
"Samarin",
"Nikita",
""
],
[
"Frik",
"Alisa",
""
],
[
"Brooks",
"Sean",
""
],
[
"Cheshire",
"Coye",
""
],
[
"Egelman",
"Serge",
""
]
] | Compared to organizations in other sectors, civil society organizations (CSOs) are particularly vulnerable to security and privacy threats, as they lack adequate resources and expertise to defend themselves. At the same time, their security needs and practices have not gained much attention among researchers, and exist... |
2208.06868 | Jaime C\'espedes Sisniega | Jaime C\'espedes-Sisniega and \'Alvaro L\'opez-Garc\'ia | Frouros: A Python library for drift detection in machine learning
systems | 11 pages, 1 table | null | null | null | cs.LG | http://creativecommons.org/licenses/by/4.0/ | Frouros is an open-source Python library capable of detecting drift in
machine learning systems. It provides a combination of classical and more
recent algorithms for drift detection: both concept and data drift. We have
designed it with the objective of making it compatible with any machine
learning framework and ea... | [
{
"created": "Sun, 14 Aug 2022 15:25:41 GMT",
"version": "v1"
},
{
"created": "Thu, 22 Jun 2023 10:50:56 GMT",
"version": "v2"
},
{
"created": "Tue, 18 Jul 2023 09:00:57 GMT",
"version": "v3"
},
{
"created": "Sun, 23 Jul 2023 10:36:55 GMT",
"version": "v4"
}
] | 2023-07-25 | [
[
"Céspedes-Sisniega",
"Jaime",
""
],
[
"López-García",
"Álvaro",
""
]
] | Frouros is an open-source Python library capable of detecting drift in machine learning systems. It provides a combination of classical and more recent algorithms for drift detection: both concept and data drift. We have designed it with the objective of making it compatible with any machine learning framework and easi... |
2008.10546 | Lingkai Kong | Lingkai Kong, Jimeng Sun and Chao Zhang | SDE-Net: Equipping Deep Neural Networks with Uncertainty Estimates | ICML2020. Code is available through
https://github.com/Lingkai-Kong/SDE-Net | null | null | null | cs.LG cs.AI stat.ML | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Uncertainty quantification is a fundamental yet unsolved problem for deep
learning. The Bayesian framework provides a principled way of uncertainty
estimation but is often not scalable to modern deep neural nets (DNNs) that
have a large number of parameters. Non-Bayesian methods are simple to implement
but often conf... | [
{
"created": "Mon, 24 Aug 2020 16:33:54 GMT",
"version": "v1"
}
] | 2020-08-25 | [
[
"Kong",
"Lingkai",
""
],
[
"Sun",
"Jimeng",
""
],
[
"Zhang",
"Chao",
""
]
] | Uncertainty quantification is a fundamental yet unsolved problem for deep learning. The Bayesian framework provides a principled way of uncertainty estimation but is often not scalable to modern deep neural nets (DNNs) that have a large number of parameters. Non-Bayesian methods are simple to implement but often confla... |
2209.09401 | Zichun Yu | Zichun Yu, Tianyu Gao, Zhengyan Zhang, Yankai Lin, Zhiyuan Liu,
Maosong Sun and Jie Zhou | Automatic Label Sequence Generation for Prompting Sequence-to-sequence
Models | Accepted to COLING 2022 | null | null | null | cs.CL cs.LG | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Prompting, which casts downstream applications as language modeling tasks,
has shown to be sample efficient compared to standard fine-tuning with
pre-trained models. However, one pitfall of prompting is the need of
manually-designed patterns, whose outcome can be unintuitive and requires large
validation sets to tune... | [
{
"created": "Tue, 20 Sep 2022 01:35:04 GMT",
"version": "v1"
}
] | 2022-09-21 | [
[
"Yu",
"Zichun",
""
],
[
"Gao",
"Tianyu",
""
],
[
"Zhang",
"Zhengyan",
""
],
[
"Lin",
"Yankai",
""
],
[
"Liu",
"Zhiyuan",
""
],
[
"Sun",
"Maosong",
""
],
[
"Zhou",
"Jie",
""
]
] | Prompting, which casts downstream applications as language modeling tasks, has shown to be sample efficient compared to standard fine-tuning with pre-trained models. However, one pitfall of prompting is the need of manually-designed patterns, whose outcome can be unintuitive and requires large validation sets to tune. ... |
1508.05545 | Christian Weilbach | Christian Weilbach, Konrad K\"uhne, Annette Bieniusa | Decoupling conflicts for configurable resolution in an open replication
system | 6 pages, 5 figures | null | null | null | cs.DC | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Replikativ is a replication middleware supporting a new kind of confluent
replicated datatype resembling a distributed version control system. It retains
the order of write operations at the trade-off of reduced availability with
after-the- fact conflict resolution. The system allows to develop applications
with dist... | [
{
"created": "Sat, 22 Aug 2015 20:19:53 GMT",
"version": "v1"
},
{
"created": "Thu, 14 Jan 2016 08:40:06 GMT",
"version": "v2"
}
] | 2016-01-15 | [
[
"Weilbach",
"Christian",
""
],
[
"Kühne",
"Konrad",
""
],
[
"Bieniusa",
"Annette",
""
]
] | Replikativ is a replication middleware supporting a new kind of confluent replicated datatype resembling a distributed version control system. It retains the order of write operations at the trade-off of reduced availability with after-the- fact conflict resolution. The system allows to develop applications with distri... |
1903.03920 | Pooyan Jamshidi | Pooyan Jamshidi, Javier C\'amara, Bradley Schmerl, Christian
K\"astner, David Garlan | Machine Learning Meets Quantitative Planning: Enabling Self-Adaptation
in Autonomous Robots | 14th International Symposium on Software Engineering for Adaptive and
Self-Managing Systems (SEAMS 2019 ) | null | null | null | cs.AI cs.RO | http://creativecommons.org/licenses/by/4.0/ | Modern cyber-physical systems (e.g., robotics systems) are typically composed
of physical and software components, the characteristics of which are likely to
change over time. Assumptions about parts of the system made at design time may
not hold at run time, especially when a system is deployed for long periods
(e.g... | [
{
"created": "Sun, 10 Mar 2019 04:24:49 GMT",
"version": "v1"
}
] | 2019-03-12 | [
[
"Jamshidi",
"Pooyan",
""
],
[
"Cámara",
"Javier",
""
],
[
"Schmerl",
"Bradley",
""
],
[
"Kästner",
"Christian",
""
],
[
"Garlan",
"David",
""
]
] | Modern cyber-physical systems (e.g., robotics systems) are typically composed of physical and software components, the characteristics of which are likely to change over time. Assumptions about parts of the system made at design time may not hold at run time, especially when a system is deployed for long periods (e.g.,... |
2106.03050 | Jiafei Lyu | Jiafei Lyu, Xiaoteng Ma, Jiangpeng Yan, Xiu Li | Efficient Continuous Control with Double Actors and Regularized Critics | 21 pages | null | null | null | cs.LG | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | How to obtain good value estimation is one of the key problems in
Reinforcement Learning (RL). Current value estimation methods, such as DDPG and
TD3, suffer from unnecessary over- or underestimation bias. In this paper, we
explore the potential of double actors, which has been neglected for a long
time, for better v... | [
{
"created": "Sun, 6 Jun 2021 07:04:48 GMT",
"version": "v1"
}
] | 2021-06-08 | [
[
"Lyu",
"Jiafei",
""
],
[
"Ma",
"Xiaoteng",
""
],
[
"Yan",
"Jiangpeng",
""
],
[
"Li",
"Xiu",
""
]
] | How to obtain good value estimation is one of the key problems in Reinforcement Learning (RL). Current value estimation methods, such as DDPG and TD3, suffer from unnecessary over- or underestimation bias. In this paper, we explore the potential of double actors, which has been neglected for a long time, for better val... |
2310.15705 | Hitesh Gudwani | Hitesh Gudwani | Learning-based Scheduling for Information Accuracy and Freshness in
Wireless Networks | 21 pages, 5 figures | null | null | null | cs.AI cs.NI | http://creativecommons.org/licenses/by/4.0/ | We consider a system of multiple sources, a single communication channel, and
a single monitoring station. Each source measures a time-varying quantity with
varying levels of accuracy and one of them sends its update to the monitoring
station via the channel. The probability of success of each attempted
communication... | [
{
"created": "Tue, 24 Oct 2023 10:31:34 GMT",
"version": "v1"
}
] | 2023-10-25 | [
[
"Gudwani",
"Hitesh",
""
]
] | We consider a system of multiple sources, a single communication channel, and a single monitoring station. Each source measures a time-varying quantity with varying levels of accuracy and one of them sends its update to the monitoring station via the channel. The probability of success of each attempted communication i... |
2407.15912 | Jingru Yu | Jingru Yu, Yi Yu, Xuhong Wang, Yilun Lin, Manzhi Yang, Yu Qiao,
Fei-Yue Wang | The Shadow of Fraud: The Emerging Danger of AI-powered Social
Engineering and its Possible Cure | null | null | null | null | cs.CR | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Social engineering (SE) attacks remain a significant threat to both
individuals and organizations. The advancement of Artificial Intelligence (AI),
including diffusion models and large language models (LLMs), has potentially
intensified these threats by enabling more personalized and convincing attacks.
This survey p... | [
{
"created": "Mon, 22 Jul 2024 17:37:31 GMT",
"version": "v1"
}
] | 2024-07-24 | [
[
"Yu",
"Jingru",
""
],
[
"Yu",
"Yi",
""
],
[
"Wang",
"Xuhong",
""
],
[
"Lin",
"Yilun",
""
],
[
"Yang",
"Manzhi",
""
],
[
"Qiao",
"Yu",
""
],
[
"Wang",
"Fei-Yue",
""
]
] | Social engineering (SE) attacks remain a significant threat to both individuals and organizations. The advancement of Artificial Intelligence (AI), including diffusion models and large language models (LLMs), has potentially intensified these threats by enabling more personalized and convincing attacks. This survey pap... |
1807.10564 | Bryan Eikema | Bryan Eikema and Wilker Aziz | Auto-Encoding Variational Neural Machine Translation | null | null | null | null | cs.CL | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | We present a deep generative model of bilingual sentence pairs for machine
translation. The model generates source and target sentences jointly from a
shared latent representation and is parameterised by neural networks. We
perform efficient training using amortised variational inference and
reparameterised gradients... | [
{
"created": "Fri, 27 Jul 2018 13:03:06 GMT",
"version": "v1"
},
{
"created": "Wed, 1 Aug 2018 07:50:23 GMT",
"version": "v2"
},
{
"created": "Wed, 29 May 2019 09:20:21 GMT",
"version": "v3"
},
{
"created": "Fri, 31 May 2019 14:00:00 GMT",
"version": "v4"
}
] | 2019-06-03 | [
[
"Eikema",
"Bryan",
""
],
[
"Aziz",
"Wilker",
""
]
] | We present a deep generative model of bilingual sentence pairs for machine translation. The model generates source and target sentences jointly from a shared latent representation and is parameterised by neural networks. We perform efficient training using amortised variational inference and reparameterised gradients. ... |
2010.04476 | Dominik Helm | Dominik Helm, Florian K\"ubler, Michael Reif, Michael Eichberg, Mira
Mezini | Modular Collaborative Program Analysis in OPAL | Joint European Software Engineering Conference and Symposium on the
Foundations of Software Engineering, Nov 2020 | null | null | null | cs.SE | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Current approaches combining multiple static analyses deriving different,
independent properties focus either on modularity or performance. Whereas
declarative approaches facilitate modularity and automated,
analysis-independent optimizations, imperative approaches foster manual,
analysis-specific optimizations.
In... | [
{
"created": "Fri, 9 Oct 2020 09:57:53 GMT",
"version": "v1"
}
] | 2020-10-12 | [
[
"Helm",
"Dominik",
""
],
[
"Kübler",
"Florian",
""
],
[
"Reif",
"Michael",
""
],
[
"Eichberg",
"Michael",
""
],
[
"Mezini",
"Mira",
""
]
] | Current approaches combining multiple static analyses deriving different, independent properties focus either on modularity or performance. Whereas declarative approaches facilitate modularity and automated, analysis-independent optimizations, imperative approaches foster manual, analysis-specific optimizations. In thi... |
2407.06797 | Fotios Lygerakis | Fotios Lygerakis, Elmar Rueckert | ED-VAE: Entropy Decomposition of ELBO in Variational Autoencoders | null | null | null | null | cs.LG cs.AI stat.ML | http://creativecommons.org/licenses/by/4.0/ | Traditional Variational Autoencoders (VAEs) are constrained by the
limitations of the Evidence Lower Bound (ELBO) formulation, particularly when
utilizing simplistic, non-analytic, or unknown prior distributions. These
limitations inhibit the VAE's ability to generate high-quality samples and
provide clear, interpret... | [
{
"created": "Tue, 9 Jul 2024 12:09:21 GMT",
"version": "v1"
}
] | 2024-07-10 | [
[
"Lygerakis",
"Fotios",
""
],
[
"Rueckert",
"Elmar",
""
]
] | Traditional Variational Autoencoders (VAEs) are constrained by the limitations of the Evidence Lower Bound (ELBO) formulation, particularly when utilizing simplistic, non-analytic, or unknown prior distributions. These limitations inhibit the VAE's ability to generate high-quality samples and provide clear, interpretab... |
2204.09992 | Chen Tang | Chen Tang, Haoyu Zhai, Kai Ouyang, Zhi Wang, Yifei Zhu, Wenwu Zhu | Arbitrary Bit-width Network: A Joint Layer-Wise Quantization and
Adaptive Inference Approach | null | null | null | null | cs.CV | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Conventional model quantization methods use a fixed quantization scheme to
different data samples, which ignores the inherent "recognition difficulty"
differences between various samples. We propose to feed different data samples
with varying quantization schemes to achieve a data-dependent dynamic
inference, at a fi... | [
{
"created": "Thu, 21 Apr 2022 09:36:43 GMT",
"version": "v1"
}
] | 2022-04-22 | [
[
"Tang",
"Chen",
""
],
[
"Zhai",
"Haoyu",
""
],
[
"Ouyang",
"Kai",
""
],
[
"Wang",
"Zhi",
""
],
[
"Zhu",
"Yifei",
""
],
[
"Zhu",
"Wenwu",
""
]
] | Conventional model quantization methods use a fixed quantization scheme to different data samples, which ignores the inherent "recognition difficulty" differences between various samples. We propose to feed different data samples with varying quantization schemes to achieve a data-dependent dynamic inference, at a fine... |
2209.12602 | D\'avid Sztah\'o | D\'avid Sztah\'o and Attila Fejes | Effects of language mismatch in automatic forensic voice comparison
using deep learning embeddings | null | null | 10.1111/1556-4029.15250 | null | cs.SD cs.CL eess.AS | http://creativecommons.org/licenses/by-nc-nd/4.0/ | In forensic voice comparison the speaker embedding has become widely popular
in the last 10 years. Most of the pretrained speaker embeddings are trained on
English corpora, because it is easily accessible. Thus, language dependency can
be an important factor in automatic forensic voice comparison, especially when
the... | [
{
"created": "Mon, 26 Sep 2022 11:49:37 GMT",
"version": "v1"
}
] | 2023-04-12 | [
[
"Sztahó",
"Dávid",
""
],
[
"Fejes",
"Attila",
""
]
] | In forensic voice comparison the speaker embedding has become widely popular in the last 10 years. Most of the pretrained speaker embeddings are trained on English corpora, because it is easily accessible. Thus, language dependency can be an important factor in automatic forensic voice comparison, especially when the t... |
1503.04913 | EPTCS | Nils J\"ahnig (TU Berlin), Thomas G\"othel (TU Berlin), Sabine Glesner
(TU Berlin) | A Denotational Semantics for Communicating Unstructured Code | In Proceedings FESCA 2015, arXiv:1503.04378 | EPTCS 178, 2015, pp. 9-21 | 10.4204/EPTCS.178.2 | null | cs.PL cs.LO | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | An important property of programming language semantics is that they should
be compositional. However, unstructured low-level code contains goto-like
commands making it hard to define a semantics that is compositional. In this
paper, we follow the ideas of Saabas and Uustalu to structure low-level code.
This gives us... | [
{
"created": "Tue, 17 Mar 2015 03:59:45 GMT",
"version": "v1"
}
] | 2015-03-18 | [
[
"Jähnig",
"Nils",
"",
"TU Berlin"
],
[
"Göthel",
"Thomas",
"",
"TU Berlin"
],
[
"Glesner",
"Sabine",
"",
"TU Berlin"
]
] | An important property of programming language semantics is that they should be compositional. However, unstructured low-level code contains goto-like commands making it hard to define a semantics that is compositional. In this paper, we follow the ideas of Saabas and Uustalu to structure low-level code. This gives us t... |
2304.10190 | Souneil Park | Souneil Park, Pavol Mulinka, Diego Perino | A Large-scale Examination of "Socioeconomic" Fairness in Mobile Networks | null | null | 10.1145/3530190.3534809 | null | cs.CY | http://creativecommons.org/licenses/by/4.0/ | Internet access is a special resource of which needs has become universal
across the public whereas the service is operated in the private sector. Mobile
Network Operators (MNOs) put efforts for management, planning, and
optimization; however, they do not link such activities to socioeconomic
fairness. In this paper,... | [
{
"created": "Thu, 20 Apr 2023 10:03:51 GMT",
"version": "v1"
}
] | 2023-04-21 | [
[
"Park",
"Souneil",
""
],
[
"Mulinka",
"Pavol",
""
],
[
"Perino",
"Diego",
""
]
] | Internet access is a special resource of which needs has become universal across the public whereas the service is operated in the private sector. Mobile Network Operators (MNOs) put efforts for management, planning, and optimization; however, they do not link such activities to socioeconomic fairness. In this paper, w... |
1805.07830 | Shayegan Omidshafiei | Shayegan Omidshafiei, Dong-Ki Kim, Miao Liu, Gerald Tesauro, Matthew
Riemer, Christopher Amato, Murray Campbell, Jonathan P. How | Learning to Teach in Cooperative Multiagent Reinforcement Learning | null | null | null | null | cs.MA cs.AI | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Collective human knowledge has clearly benefited from the fact that
innovations by individuals are taught to others through communication. Similar
to human social groups, agents in distributed learning systems would likely
benefit from communication to share knowledge and teach skills. The problem of
teaching to impr... | [
{
"created": "Sun, 20 May 2018 22:23:46 GMT",
"version": "v1"
},
{
"created": "Tue, 22 May 2018 14:10:38 GMT",
"version": "v2"
},
{
"created": "Tue, 26 Jun 2018 16:21:50 GMT",
"version": "v3"
},
{
"created": "Fri, 31 Aug 2018 18:36:15 GMT",
"version": "v4"
}
] | 2018-09-05 | [
[
"Omidshafiei",
"Shayegan",
""
],
[
"Kim",
"Dong-Ki",
""
],
[
"Liu",
"Miao",
""
],
[
"Tesauro",
"Gerald",
""
],
[
"Riemer",
"Matthew",
""
],
[
"Amato",
"Christopher",
""
],
[
"Campbell",
"Murray",
""
],
... | Collective human knowledge has clearly benefited from the fact that innovations by individuals are taught to others through communication. Similar to human social groups, agents in distributed learning systems would likely benefit from communication to share knowledge and teach skills. The problem of teaching to improv... |
1405.7711 | David L. Chen | David L. Chen, Joohyun Kim, Raymond J. Mooney | Training a Multilingual Sportscaster: Using Perceptual Context to Learn
Language | null | Journal Of Artificial Intelligence Research, Volume 37, pages
397-435, 2010 | 10.1613/jair.2962 | null | cs.CL | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | We present a novel framework for learning to interpret and generate language
using only perceptual context as supervision. We demonstrate its capabilities
by developing a system that learns to sportscast simulated robot soccer games
in both English and Korean without any language-specific prior knowledge.
Training em... | [
{
"created": "Thu, 16 Jan 2014 04:29:26 GMT",
"version": "v1"
}
] | 2014-06-02 | [
[
"Chen",
"David L.",
""
],
[
"Kim",
"Joohyun",
""
],
[
"Mooney",
"Raymond J.",
""
]
] | We present a novel framework for learning to interpret and generate language using only perceptual context as supervision. We demonstrate its capabilities by developing a system that learns to sportscast simulated robot soccer games in both English and Korean without any language-specific prior knowledge. Training empl... |
2005.03709 | Takato Otsuzuki | Takato Otsuzuki, Hideaki Hayashi, Yuchen Zheng and Seiichi Uchida | Regularized Pooling | 12 pages, 10 figures, accepted for ICANN 2020 | null | null | null | cs.CV cs.LG | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | In convolutional neural networks (CNNs), pooling operations play important
roles such as dimensionality reduction and deformation compensation. In
general, max pooling, which is the most widely used operation for local
pooling, is performed independently for each kernel. However, the deformation
may be spatially smoo... | [
{
"created": "Wed, 6 May 2020 09:02:17 GMT",
"version": "v1"
},
{
"created": "Thu, 6 Aug 2020 07:10:34 GMT",
"version": "v2"
}
] | 2020-08-07 | [
[
"Otsuzuki",
"Takato",
""
],
[
"Hayashi",
"Hideaki",
""
],
[
"Zheng",
"Yuchen",
""
],
[
"Uchida",
"Seiichi",
""
]
] | In convolutional neural networks (CNNs), pooling operations play important roles such as dimensionality reduction and deformation compensation. In general, max pooling, which is the most widely used operation for local pooling, is performed independently for each kernel. However, the deformation may be spatially smooth... |
2312.13633 | Haifeng Huang | Haifeng Huang, Yang Zhao, Zehan Wang, Yan Xia, Zhou Zhao | Multi-Modal Domain Adaptation Across Video Scenes for Temporal Video
Grounding | null | null | null | null | cs.CV | http://creativecommons.org/licenses/by/4.0/ | Temporal Video Grounding (TVG) aims to localize the temporal boundary of a
specific segment in an untrimmed video based on a given language query. Since
datasets in this domain are often gathered from limited video scenes, models
tend to overfit to scene-specific factors, which leads to suboptimal
performance when en... | [
{
"created": "Thu, 21 Dec 2023 07:49:27 GMT",
"version": "v1"
}
] | 2023-12-22 | [
[
"Huang",
"Haifeng",
""
],
[
"Zhao",
"Yang",
""
],
[
"Wang",
"Zehan",
""
],
[
"Xia",
"Yan",
""
],
[
"Zhao",
"Zhou",
""
]
] | Temporal Video Grounding (TVG) aims to localize the temporal boundary of a specific segment in an untrimmed video based on a given language query. Since datasets in this domain are often gathered from limited video scenes, models tend to overfit to scene-specific factors, which leads to suboptimal performance when enco... |
2106.03270 | Shang-Wen Li | Hongyin Luo, Shuyan Dong, Yung-Sung Chuang, Shang-Wen Li | Meta-learning for downstream aware and agnostic pretraining | Extended abstract | Meta Learning and Its Applications to Natural Language Processing
workshop at ACL 2021 | null | null | cs.CL cs.AI | http://creativecommons.org/licenses/by/4.0/ | Neural network pretraining is gaining attention due to its outstanding
performance in natural language processing applications. However, pretraining
usually leverages predefined task sequences to learn general linguistic clues.
The lack of mechanisms in choosing proper tasks during pretraining makes the
learning and ... | [
{
"created": "Sun, 6 Jun 2021 23:08:09 GMT",
"version": "v1"
}
] | 2021-06-08 | [
[
"Luo",
"Hongyin",
""
],
[
"Dong",
"Shuyan",
""
],
[
"Chuang",
"Yung-Sung",
""
],
[
"Li",
"Shang-Wen",
""
]
] | Neural network pretraining is gaining attention due to its outstanding performance in natural language processing applications. However, pretraining usually leverages predefined task sequences to learn general linguistic clues. The lack of mechanisms in choosing proper tasks during pretraining makes the learning and kn... |
1912.01795 | Fanchao Qi | Fanchao Qi, Liang Chang, Maosong Sun, Sicong Ouyang, Zhiyuan Liu | Towards Building a Multilingual Sememe Knowledge Base: Predicting
Sememes for BabelNet Synsets | Accepted by AAAI Conference on Artificial Intelligence 2020 for oral
presentation | null | null | null | cs.CL cs.AI | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | A sememe is defined as the minimum semantic unit of human languages. Sememe
knowledge bases (KBs), which contain words annotated with sememes, have been
successfully applied to many NLP tasks. However, existing sememe KBs are built
on only a few languages, which hinders their widespread utilization. To address
the is... | [
{
"created": "Wed, 4 Dec 2019 04:39:32 GMT",
"version": "v1"
}
] | 2019-12-05 | [
[
"Qi",
"Fanchao",
""
],
[
"Chang",
"Liang",
""
],
[
"Sun",
"Maosong",
""
],
[
"Ouyang",
"Sicong",
""
],
[
"Liu",
"Zhiyuan",
""
]
] | A sememe is defined as the minimum semantic unit of human languages. Sememe knowledge bases (KBs), which contain words annotated with sememes, have been successfully applied to many NLP tasks. However, existing sememe KBs are built on only a few languages, which hinders their widespread utilization. To address the issu... |
2112.06539 | Kamil \.Zywanowski | Kamil \.Zywanowski, Adam Banaszczyk, Micha{\l} R. Nowicki, and Jacek
Komorowski | MinkLoc3D-SI: 3D LiDAR place recognition with sparse convolutions,
spherical coordinates, and intensity | null | null | 10.1109/LRA.2021.3136863 | null | cs.RO cs.CV | http://creativecommons.org/licenses/by-sa/4.0/ | The 3D LiDAR place recognition aims to estimate a coarse localization in a
previously seen environment based on a single scan from a rotating 3D LiDAR
sensor. The existing solutions to this problem include hand-crafted point cloud
descriptors (e.g., ScanContext, M2DP, LiDAR IRIS) and deep learning-based
solutions (e.... | [
{
"created": "Mon, 13 Dec 2021 10:21:34 GMT",
"version": "v1"
},
{
"created": "Mon, 27 Dec 2021 10:38:06 GMT",
"version": "v2"
}
] | 2021-12-28 | [
[
"Żywanowski",
"Kamil",
""
],
[
"Banaszczyk",
"Adam",
""
],
[
"Nowicki",
"Michał R.",
""
],
[
"Komorowski",
"Jacek",
""
]
] | The 3D LiDAR place recognition aims to estimate a coarse localization in a previously seen environment based on a single scan from a rotating 3D LiDAR sensor. The existing solutions to this problem include hand-crafted point cloud descriptors (e.g., ScanContext, M2DP, LiDAR IRIS) and deep learning-based solutions (e.g.... |
1502.07786 | John Clements | John Clements | Generating 56-bit passwords using Markov Models (and Charles Dickens) | 5 pages, 2 figures | null | null | null | cs.CR | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | We describe a password generation scheme based on Markov models built from
English text (specifically, Charles Dickens' *A Tale Of Two Cities*). We show a
(linear-running-time) bijection between random bitstrings of any desired length
and generated text, ensuring that all passwords are generated with equal
probabilit... | [
{
"created": "Thu, 26 Feb 2015 23:14:49 GMT",
"version": "v1"
}
] | 2015-03-02 | [
[
"Clements",
"John",
""
]
] | We describe a password generation scheme based on Markov models built from English text (specifically, Charles Dickens' *A Tale Of Two Cities*). We show a (linear-running-time) bijection between random bitstrings of any desired length and generated text, ensuring that all passwords are generated with equal probability.... |
2311.12735 | Aunabil Chakma | Aunabil Chakma and Masum Hasan | LowResource at BLP-2023 Task 2: Leveraging BanglaBert for Low Resource
Sentiment Analysis of Bangla Language | Accepted at BLP Workshop @EMNLP2023 | null | null | 75 | cs.CL | http://creativecommons.org/licenses/by-nc-sa/4.0/ | This paper describes the system of the LowResource Team for Task 2 of
BLP-2023, which involves conducting sentiment analysis on a dataset composed of
public posts and comments from diverse social media platforms. Our primary aim
is to utilize BanglaBert, a BERT model pre-trained on a large Bangla corpus,
using variou... | [
{
"created": "Tue, 21 Nov 2023 17:21:15 GMT",
"version": "v1"
}
] | 2023-11-22 | [
[
"Chakma",
"Aunabil",
""
],
[
"Hasan",
"Masum",
""
]
] | This paper describes the system of the LowResource Team for Task 2 of BLP-2023, which involves conducting sentiment analysis on a dataset composed of public posts and comments from diverse social media platforms. Our primary aim is to utilize BanglaBert, a BERT model pre-trained on a large Bangla corpus, using various ... |
2404.03995 | Justus Bogner | Apoorva Nalini Pradeep Kumar, Justus Bogner, Markus Funke, Patricia
Lago | Balancing Progress and Responsibility: A Synthesis of Sustainability
Trade-Offs of AI-Based Systems | Accepted for publication at the 8th International Workshop on Green
and Sustainable Software (GREENS'24), collocated with ICSA'24 | null | null | null | cs.SE cs.AI | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Recent advances in artificial intelligence (AI) capabilities have increased
the eagerness of companies to integrate AI into software systems. While AI can
be used to have a positive impact on several dimensions of sustainability, this
is often overshadowed by its potential negative influence. While many studies
have ... | [
{
"created": "Fri, 5 Apr 2024 10:11:08 GMT",
"version": "v1"
}
] | 2024-04-08 | [
[
"Kumar",
"Apoorva Nalini Pradeep",
""
],
[
"Bogner",
"Justus",
""
],
[
"Funke",
"Markus",
""
],
[
"Lago",
"Patricia",
""
]
] | Recent advances in artificial intelligence (AI) capabilities have increased the eagerness of companies to integrate AI into software systems. While AI can be used to have a positive impact on several dimensions of sustainability, this is often overshadowed by its potential negative influence. While many studies have ex... |
2212.10397 | Lining Zhang | Lining Zhang, Simon Mille, Yufang Hou, Daniel Deutsch, Elizabeth
Clark, Yixin Liu, Saad Mahamood, Sebastian Gehrmann, Miruna Clinciu, Khyathi
Chandu, Jo\~ao Sedoc | Needle in a Haystack: An Analysis of High-Agreement Workers on MTurk for
Summarization | null | null | null | null | cs.CL | http://creativecommons.org/licenses/by/4.0/ | To prevent the costly and inefficient use of resources on low-quality
annotations, we want a method for creating a pool of dependable annotators who
can effectively complete difficult tasks, such as evaluating automatic
summarization. Thus, we investigate the recruitment of high-quality Amazon
Mechanical Turk workers... | [
{
"created": "Tue, 20 Dec 2022 16:25:42 GMT",
"version": "v1"
},
{
"created": "Wed, 28 Dec 2022 22:16:45 GMT",
"version": "v2"
},
{
"created": "Wed, 14 Jun 2023 01:45:33 GMT",
"version": "v3"
}
] | 2023-06-16 | [
[
"Zhang",
"Lining",
""
],
[
"Mille",
"Simon",
""
],
[
"Hou",
"Yufang",
""
],
[
"Deutsch",
"Daniel",
""
],
[
"Clark",
"Elizabeth",
""
],
[
"Liu",
"Yixin",
""
],
[
"Mahamood",
"Saad",
""
],
[
"Gehrmann... | To prevent the costly and inefficient use of resources on low-quality annotations, we want a method for creating a pool of dependable annotators who can effectively complete difficult tasks, such as evaluating automatic summarization. Thus, we investigate the recruitment of high-quality Amazon Mechanical Turk workers v... |
1809.00742 | Vincent Vajnovszki | Phan Thuan Do, Thi Thu Huong Tran, Vincent Vajnovszki | Exhaustive generation for permutations avoiding a (colored) regular sets
of patterns | null | null | null | null | cs.DM math.CO | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Despite the fact that the field of pattern avoiding permutations has been
skyrocketing over the last two decades, there are very few exhaustive
generating algorithms for such classes of permutations. In this paper we
introduce the notions of regular and colored regular set of forbidden patterns,
which are particular ... | [
{
"created": "Mon, 3 Sep 2018 23:18:15 GMT",
"version": "v1"
},
{
"created": "Sat, 15 Sep 2018 08:32:49 GMT",
"version": "v2"
}
] | 2018-09-18 | [
[
"Do",
"Phan Thuan",
""
],
[
"Tran",
"Thi Thu Huong",
""
],
[
"Vajnovszki",
"Vincent",
""
]
] | Despite the fact that the field of pattern avoiding permutations has been skyrocketing over the last two decades, there are very few exhaustive generating algorithms for such classes of permutations. In this paper we introduce the notions of regular and colored regular set of forbidden patterns, which are particular ca... |
1312.1819 | Yannis Moysoglou | Stavros G. Kolliopoulos and Yannis Moysoglou | Exponential lower bounds on the size of approximate formulations in the
natural encoding for Capacitated Facility Location | null | null | null | null | cs.DS | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | The metric capacitated facility location is a well-studied problem for which,
while constant factor approximations are known, no efficient relaxation with
constant integrality gap is known. The question whether there is such a
relaxation is among the most important open problems of approximation
algorithms \cite{Shmo... | [
{
"created": "Fri, 6 Dec 2013 10:06:20 GMT",
"version": "v1"
}
] | 2013-12-09 | [
[
"Kolliopoulos",
"Stavros G.",
""
],
[
"Moysoglou",
"Yannis",
""
]
] | The metric capacitated facility location is a well-studied problem for which, while constant factor approximations are known, no efficient relaxation with constant integrality gap is known. The question whether there is such a relaxation is among the most important open problems of approximation algorithms \cite{Shmoys... |
2009.10365 | Diego Alvarez-Estevez | Diego Alvarez-Estevez and Roselyne M. Rijsman | Inter-database validation of a deep learning approach for automatic
sleep scoring | Original submission manuscript, 19 pages, 1 figure, 6 tables | PLoS ONE (2021) 16(8): e0256111 | 10.1371/journal.pone.0256111 | null | cs.LG cs.PF eess.SP stat.ML | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | In this work we describe a new deep learning approach for automatic sleep
staging, and carry out its validation by addressing its generalization
capabilities on a wide range of sleep staging databases. Prediction
capabilities are evaluated in the context of independent local and external
generalization scenarios. Eff... | [
{
"created": "Tue, 22 Sep 2020 07:46:43 GMT",
"version": "v1"
}
] | 2021-08-18 | [
[
"Alvarez-Estevez",
"Diego",
""
],
[
"Rijsman",
"Roselyne M.",
""
]
] | In this work we describe a new deep learning approach for automatic sleep staging, and carry out its validation by addressing its generalization capabilities on a wide range of sleep staging databases. Prediction capabilities are evaluated in the context of independent local and external generalization scenarios. Effec... |
1201.2334 | Jiantao Jiao | Jiantao Jiao, Haim H. Permuter, Lei Zhao, Young-Han Kim and Tsachy
Weissman | Universal Estimation of Directed Information | 23 pages, 10 figures, to appear in IEEE Transactions on Information
Theory | null | 10.1109/TIT.2013.2267934 | null | cs.IT math.IT | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Four estimators of the directed information rate between a pair of jointly
stationary ergodic finite-alphabet processes are proposed, based on universal
probability assignments. The first one is a Shannon--McMillan--Breiman type
estimator, similar to those used by Verd\'u (2005) and Cai, Kulkarni, and
Verd\'u (2006) ... | [
{
"created": "Wed, 11 Jan 2012 15:49:51 GMT",
"version": "v1"
},
{
"created": "Sun, 21 Oct 2012 04:32:14 GMT",
"version": "v2"
},
{
"created": "Fri, 17 May 2013 04:41:19 GMT",
"version": "v3"
},
{
"created": "Thu, 30 May 2013 22:25:14 GMT",
"version": "v4"
}
] | 2016-11-15 | [
[
"Jiao",
"Jiantao",
""
],
[
"Permuter",
"Haim H.",
""
],
[
"Zhao",
"Lei",
""
],
[
"Kim",
"Young-Han",
""
],
[
"Weissman",
"Tsachy",
""
]
] | Four estimators of the directed information rate between a pair of jointly stationary ergodic finite-alphabet processes are proposed, based on universal probability assignments. The first one is a Shannon--McMillan--Breiman type estimator, similar to those used by Verd\'u (2005) and Cai, Kulkarni, and Verd\'u (2006) fo... |
2006.05624 | Utkarsh Nath | Utkarsh Nath, Shrinu Kushagra, Yingzhen Yang | Adjoined Networks: A Training Paradigm with Applications to Network
Compression | Published at AAAI 2022 Spring Symposium on Machine Learning and
Knowledge Engineering for Hybrid Intelligence Code available at:
https://github.com/utkarshnath/Adjoint-Network.git | null | null | null | cs.LG cs.NE stat.ML | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Compressing deep neural networks while maintaining accuracy is important when
we want to deploy large, powerful models in production and/or edge devices. One
common technique used to achieve this goal is knowledge distillation.
Typically, the output of a static pre-defined teacher (a large base network) is
used as so... | [
{
"created": "Wed, 10 Jun 2020 02:48:16 GMT",
"version": "v1"
},
{
"created": "Wed, 7 Oct 2020 02:04:58 GMT",
"version": "v2"
},
{
"created": "Sat, 10 Oct 2020 00:23:48 GMT",
"version": "v3"
},
{
"created": "Wed, 6 Oct 2021 04:35:23 GMT",
"version": "v4"
},
{
"cre... | 2022-04-18 | [
[
"Nath",
"Utkarsh",
""
],
[
"Kushagra",
"Shrinu",
""
],
[
"Yang",
"Yingzhen",
""
]
] | Compressing deep neural networks while maintaining accuracy is important when we want to deploy large, powerful models in production and/or edge devices. One common technique used to achieve this goal is knowledge distillation. Typically, the output of a static pre-defined teacher (a large base network) is used as soft... |
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