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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2108.05029 | Pilhyeon Lee | Pilhyeon Lee, Hyeran Byun | Learning Action Completeness from Points for Weakly-supervised Temporal
Action Localization | Accepted by ICCV 2021 (Oral). Code is available at
https://github.com/Pilhyeon | null | null | null | cs.CV | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | We tackle the problem of localizing temporal intervals of actions with only a
single frame label for each action instance for training. Owing to label
sparsity, existing work fails to learn action completeness, resulting in
fragmentary action predictions. In this paper, we propose a novel framework,
where dense pseud... | [
{
"created": "Wed, 11 Aug 2021 04:54:39 GMT",
"version": "v1"
}
] | 2021-08-12 | [
[
"Lee",
"Pilhyeon",
""
],
[
"Byun",
"Hyeran",
""
]
] | We tackle the problem of localizing temporal intervals of actions with only a single frame label for each action instance for training. Owing to label sparsity, existing work fails to learn action completeness, resulting in fragmentary action predictions. In this paper, we propose a novel framework, where dense pseudo-... |
2211.14481 | Muralikrishnan Srinivasan | Muralikrishnan Srinivasan, Jinxiang Song, Alexander Grabowski,
Krzysztof Szczerba, Holger K. Iversen, Mikkel N. Schmidt, Darko Zibar, Jochen
Schr\"oder, Anders Larsson, Christian H\"ager, Henk Wymeersch | End-to-End Learning for VCSEL-based Optical Interconnects:
State-of-the-Art, Challenges, and Opportunities | null | null | 10.1109/JLT.2023.3251660 | null | cs.IT math.IT | http://creativecommons.org/licenses/by/4.0/ | Optical interconnects (OIs) based on vertical-cavity surface-emitting lasers
(VCSELs) are the main workhorse within data centers, supercomputers, and even
vehicles, providing low-cost, high-rate connectivity. VCSELs must operate under
extremely harsh and time-varying conditions, thus requiring adaptive and
flexible d... | [
{
"created": "Sat, 26 Nov 2022 04:47:29 GMT",
"version": "v1"
}
] | 2023-06-21 | [
[
"Srinivasan",
"Muralikrishnan",
""
],
[
"Song",
"Jinxiang",
""
],
[
"Grabowski",
"Alexander",
""
],
[
"Szczerba",
"Krzysztof",
""
],
[
"Iversen",
"Holger K.",
""
],
[
"Schmidt",
"Mikkel N.",
""
],
[
"Zibar",
"D... | Optical interconnects (OIs) based on vertical-cavity surface-emitting lasers (VCSELs) are the main workhorse within data centers, supercomputers, and even vehicles, providing low-cost, high-rate connectivity. VCSELs must operate under extremely harsh and time-varying conditions, thus requiring adaptive and flexible des... |
1909.10475 | Arquimedes Canedo | Jade Master and Evan Patterson and Shahin Yousfi and Arquimedes Canedo | String Diagrams for Assembly Planning | 16 pages, 6 figures, 1 table | null | null | null | cs.RO cs.SY eess.SY | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Assembly planning is a difficult problem for companies. Many disciplines such
as design, planning, scheduling, and manufacturing execution need to be
carefully engineered and coordinated to create successful product assembly
plans. Recent research in the field of design for assembly has proposed new
methodologies to ... | [
{
"created": "Mon, 23 Sep 2019 16:55:49 GMT",
"version": "v1"
},
{
"created": "Mon, 11 May 2020 19:15:25 GMT",
"version": "v2"
}
] | 2020-05-13 | [
[
"Master",
"Jade",
""
],
[
"Patterson",
"Evan",
""
],
[
"Yousfi",
"Shahin",
""
],
[
"Canedo",
"Arquimedes",
""
]
] | Assembly planning is a difficult problem for companies. Many disciplines such as design, planning, scheduling, and manufacturing execution need to be carefully engineered and coordinated to create successful product assembly plans. Recent research in the field of design for assembly has proposed new methodologies to de... |
1507.08879 | Fabrizio Montecchiani | Giuseppe Liotta and Fabrizio Montecchiani | L-Visibility Drawings of IC-planar Graphs | null | null | 10.1016/j.ipl.2015.11.011 | null | cs.CG | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | An IC-plane graph is a topological graph where every edge is crossed at most
once and no two crossed edges share a vertex. We show that every IC-plane graph
has a visibility drawing where every vertex is an L-shape, and every edge is
either a horizontal or vertical segment. As a byproduct of our drawing
technique, we... | [
{
"created": "Fri, 31 Jul 2015 13:49:56 GMT",
"version": "v1"
},
{
"created": "Wed, 18 Nov 2015 08:23:01 GMT",
"version": "v2"
}
] | 2019-09-04 | [
[
"Liotta",
"Giuseppe",
""
],
[
"Montecchiani",
"Fabrizio",
""
]
] | An IC-plane graph is a topological graph where every edge is crossed at most once and no two crossed edges share a vertex. We show that every IC-plane graph has a visibility drawing where every vertex is an L-shape, and every edge is either a horizontal or vertical segment. As a byproduct of our drawing technique, we p... |
2102.10403 | Vijay Lingam | Vijay Lingam, Arun Iyer, Rahul Ragesh | GLAM: Graph Learning by Modeling Affinity to Labeled Nodes for Graph
Neural Networks | 11 pages, 4 figures | null | null | null | cs.LG | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Graph Neural Networks have shown excellent performance on semi-supervised
classification tasks. However, they assume access to a graph that may not be
often available in practice. In the absence of any graph, constructing
k-Nearest Neighbor (kNN) graphs from the given data have shown to give
improvements when used wi... | [
{
"created": "Sat, 20 Feb 2021 17:56:52 GMT",
"version": "v1"
}
] | 2021-02-23 | [
[
"Lingam",
"Vijay",
""
],
[
"Iyer",
"Arun",
""
],
[
"Ragesh",
"Rahul",
""
]
] | Graph Neural Networks have shown excellent performance on semi-supervised classification tasks. However, they assume access to a graph that may not be often available in practice. In the absence of any graph, constructing k-Nearest Neighbor (kNN) graphs from the given data have shown to give improvements when used with... |
1708.02977 | Licheng Yu | Licheng Yu and Mohit Bansal and Tamara L. Berg | Hierarchically-Attentive RNN for Album Summarization and Storytelling | To appear at EMNLP-2017 (7 pages) | null | null | null | cs.CL cs.AI cs.CV cs.LG | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | We address the problem of end-to-end visual storytelling. Given a photo
album, our model first selects the most representative (summary) photos, and
then composes a natural language story for the album. For this task, we make
use of the Visual Storytelling dataset and a model composed of three
hierarchically-attentiv... | [
{
"created": "Wed, 9 Aug 2017 19:26:47 GMT",
"version": "v1"
}
] | 2017-08-11 | [
[
"Yu",
"Licheng",
""
],
[
"Bansal",
"Mohit",
""
],
[
"Berg",
"Tamara L.",
""
]
] | We address the problem of end-to-end visual storytelling. Given a photo album, our model first selects the most representative (summary) photos, and then composes a natural language story for the album. For this task, we make use of the Visual Storytelling dataset and a model composed of three hierarchically-attentive ... |
1908.04562 | Jenni Raitoharju | Jenni Raitoharju and Alexandros Iosifidis | Null Space Analysis for Class-Specific Discriminant Learning | 12 pages | null | null | null | cs.LG stat.ML | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | In this paper, we carry out null space analysis for Class-Specific
Discriminant Analysis (CSDA) and formulate a number of solutions based on the
analysis. We analyze both theoretically and experimentally the significance of
each algorithmic step. The innate subspace dimensionality resulting from the
proposed solution... | [
{
"created": "Tue, 13 Aug 2019 09:34:15 GMT",
"version": "v1"
}
] | 2019-08-14 | [
[
"Raitoharju",
"Jenni",
""
],
[
"Iosifidis",
"Alexandros",
""
]
] | In this paper, we carry out null space analysis for Class-Specific Discriminant Analysis (CSDA) and formulate a number of solutions based on the analysis. We analyze both theoretically and experimentally the significance of each algorithmic step. The innate subspace dimensionality resulting from the proposed solutions ... |
2103.09577 | Justyna P. Zwolak | Brian J. Weber, Sandesh S. Kalantre, Thomas McJunkin, Jacob M. Taylor,
Justyna P. Zwolak | Theoretical bounds on data requirements for the ray-based classification | 10 pages, 5 figures | SN Comput. Sci. 3, 57 (2022) | 10.1007/s42979-021-00921-0 | null | cs.LG cs.CV stat.ML | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | The problem of classifying high-dimensional shapes in real-world data grows
in complexity as the dimension of the space increases. For the case of
identifying convex shapes of different geometries, a new classification
framework has recently been proposed in which the intersections of a set of
one-dimensional represe... | [
{
"created": "Wed, 17 Mar 2021 11:38:45 GMT",
"version": "v1"
},
{
"created": "Tue, 30 Nov 2021 20:23:36 GMT",
"version": "v2"
},
{
"created": "Sat, 26 Feb 2022 15:56:24 GMT",
"version": "v3"
}
] | 2022-03-01 | [
[
"Weber",
"Brian J.",
""
],
[
"Kalantre",
"Sandesh S.",
""
],
[
"McJunkin",
"Thomas",
""
],
[
"Taylor",
"Jacob M.",
""
],
[
"Zwolak",
"Justyna P.",
""
]
] | The problem of classifying high-dimensional shapes in real-world data grows in complexity as the dimension of the space increases. For the case of identifying convex shapes of different geometries, a new classification framework has recently been proposed in which the intersections of a set of one-dimensional represent... |
2005.13299 | Saad Shafiq | Saad Shafiq, Atif Mashkoor, Christoph Mayr-Dorn, Alexander Egyed | Machine Learning for Software Engineering: A Systematic Mapping | 20 pages, 13 figures, under review in IST journal | null | 10.1109/ACCESS.2021.3119746 | null | cs.SE cs.LG | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Context: The software development industry is rapidly adopting machine
learning for transitioning modern day software systems towards highly
intelligent and self-learning systems. However, the full potential of machine
learning for improving the software engineering life cycle itself is yet to be
discovered, i.e., up... | [
{
"created": "Wed, 27 May 2020 11:56:56 GMT",
"version": "v1"
}
] | 2021-10-18 | [
[
"Shafiq",
"Saad",
""
],
[
"Mashkoor",
"Atif",
""
],
[
"Mayr-Dorn",
"Christoph",
""
],
[
"Egyed",
"Alexander",
""
]
] | Context: The software development industry is rapidly adopting machine learning for transitioning modern day software systems towards highly intelligent and self-learning systems. However, the full potential of machine learning for improving the software engineering life cycle itself is yet to be discovered, i.e., up t... |
cs/0308044 | Grigorii Pivovarov | Grigorii Pivovarov and Sergei Trunov | EqRank: A Self-Consistent Equivalence Relation on Graph Vertexes | a kdd cup 2003 submission | null | null | null | cs.DS cs.DL | null | A new method of hierarchical clustering of graph vertexes is suggested. In
the method, the graph partition is determined with an equivalence relation
satisfying a recursive definition stating that vertexes are equivalent if the
vertexes they point to (or vertexes pointing to them) are equivalent. Iterative
applicatio... | [
{
"created": "Fri, 29 Aug 2003 13:20:03 GMT",
"version": "v1"
}
] | 2007-05-23 | [
[
"Pivovarov",
"Grigorii",
""
],
[
"Trunov",
"Sergei",
""
]
] | A new method of hierarchical clustering of graph vertexes is suggested. In the method, the graph partition is determined with an equivalence relation satisfying a recursive definition stating that vertexes are equivalent if the vertexes they point to (or vertexes pointing to them) are equivalent. Iterative application ... |
1910.06588 | Yuanyuan Wei | Yuanyuan Wei, Julian Jang-Jaccard, Fariza Sabrina, Timothy McIntosh | MSD-Kmeans: A Novel Algorithm for Efficient Detection of Global and
Local Outliers | 12 pages, 5 figures, 2 tables | null | 10.1109/BigDataSE53435.2021.00022 | null | cs.LG stat.ML | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Outlier detection is a technique in data mining that aims to detect unusual
or unexpected records in the dataset. Existing outlier detection algorithms
have different pros and cons and exhibit different sensitivity to noisy data
such as extreme values. In this paper, we propose a novel cluster-based outlier
detection... | [
{
"created": "Tue, 15 Oct 2019 08:24:16 GMT",
"version": "v1"
}
] | 2023-12-22 | [
[
"Wei",
"Yuanyuan",
""
],
[
"Jang-Jaccard",
"Julian",
""
],
[
"Sabrina",
"Fariza",
""
],
[
"McIntosh",
"Timothy",
""
]
] | Outlier detection is a technique in data mining that aims to detect unusual or unexpected records in the dataset. Existing outlier detection algorithms have different pros and cons and exhibit different sensitivity to noisy data such as extreme values. In this paper, we propose a novel cluster-based outlier detection a... |
1710.04391 | Fredrik Erlandsson | Fredrik Erlandsson, Piotr Br\'odka, and Anton Borg | Seed selection for information cascade in multilayer networks | null | null | 10.1007/978-3-319-72150-7_35 | null | cs.SI physics.soc-ph | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Information spreading is an interesting field in the domain of online social
media. In this work, we are investigating how well different seed selection
strategies affect the spreading processes simulated using independent cascade
model on eighteen multilayer social networks. Fifteen networks are built based
on the u... | [
{
"created": "Thu, 12 Oct 2017 07:25:24 GMT",
"version": "v1"
}
] | 2017-11-30 | [
[
"Erlandsson",
"Fredrik",
""
],
[
"Bródka",
"Piotr",
""
],
[
"Borg",
"Anton",
""
]
] | Information spreading is an interesting field in the domain of online social media. In this work, we are investigating how well different seed selection strategies affect the spreading processes simulated using independent cascade model on eighteen multilayer social networks. Fifteen networks are built based on the use... |
2211.15065 | Yi Ma | Chen Chen, Hongyao Tang, Yi Ma, Chao Wang, Qianli Shen, Dong Li,
Jianye Hao | State-Aware Proximal Pessimistic Algorithms for Offline Reinforcement
Learning | null | null | null | null | cs.LG cs.AI | http://creativecommons.org/licenses/by-nc-nd/4.0/ | Pessimism is of great importance in offline reinforcement learning (RL). One
broad category of offline RL algorithms fulfills pessimism by explicit or
implicit behavior regularization. However, most of them only consider policy
divergence as behavior regularization, ignoring the effect of how the offline
state distri... | [
{
"created": "Mon, 28 Nov 2022 04:56:40 GMT",
"version": "v1"
}
] | 2022-11-29 | [
[
"Chen",
"Chen",
""
],
[
"Tang",
"Hongyao",
""
],
[
"Ma",
"Yi",
""
],
[
"Wang",
"Chao",
""
],
[
"Shen",
"Qianli",
""
],
[
"Li",
"Dong",
""
],
[
"Hao",
"Jianye",
""
]
] | Pessimism is of great importance in offline reinforcement learning (RL). One broad category of offline RL algorithms fulfills pessimism by explicit or implicit behavior regularization. However, most of them only consider policy divergence as behavior regularization, ignoring the effect of how the offline state distribu... |
1106.2603 | Sam Ma | Chengxi Ye, Zhanshan Sam Ma, Charles H. Cannon, Mihai Pop, Douglas W.
Yu | SparseAssembler: de novo Assembly with the Sparse de Bruijn Graph | Corresponding author: Douglas W. Yu, dougwyu@gmail.com | null | null | null | cs.DS q-bio.GN | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | de Bruijn graph-based algorithms are one of the two most widely used
approaches for de novo genome assembly. A major limitation of this approach is
the large computational memory space requirement to construct the de Bruijn
graph, which scales with k-mer length and total diversity (N) of unique k-mers
in the genome e... | [
{
"created": "Tue, 14 Jun 2011 04:06:06 GMT",
"version": "v1"
}
] | 2011-07-11 | [
[
"Ye",
"Chengxi",
""
],
[
"Ma",
"Zhanshan Sam",
""
],
[
"Cannon",
"Charles H.",
""
],
[
"Pop",
"Mihai",
""
],
[
"Yu",
"Douglas W.",
""
]
] | de Bruijn graph-based algorithms are one of the two most widely used approaches for de novo genome assembly. A major limitation of this approach is the large computational memory space requirement to construct the de Bruijn graph, which scales with k-mer length and total diversity (N) of unique k-mers in the genome exp... |
2104.00654 | Bo Chen | Bo Chen, Calvin Hawkins, Kasra Yazdani, Matthew Hale | Edge Differential Privacy for Algebraic Connectivity of Graphs | 8 pages, 5 figures, submitted to 60th IEEE Conference on Decision and
Control 2021 | null | null | null | cs.CR cs.MA cs.SI cs.SY eess.SY | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Graphs are the dominant formalism for modeling multi-agent systems. The
algebraic connectivity of a graph is particularly important because it provides
the convergence rates of consensus algorithms that underlie many multi-agent
control and optimization techniques. However, sharing the value of algebraic
connectivity... | [
{
"created": "Thu, 1 Apr 2021 17:50:18 GMT",
"version": "v1"
}
] | 2021-04-02 | [
[
"Chen",
"Bo",
""
],
[
"Hawkins",
"Calvin",
""
],
[
"Yazdani",
"Kasra",
""
],
[
"Hale",
"Matthew",
""
]
] | Graphs are the dominant formalism for modeling multi-agent systems. The algebraic connectivity of a graph is particularly important because it provides the convergence rates of consensus algorithms that underlie many multi-agent control and optimization techniques. However, sharing the value of algebraic connectivity c... |
2007.00857 | Meilin Gao | Meilin Gao, Bo Ai, Yong Niu, Wen Wu, Peng Yang, Feng Lyu, Xuemin
(Sherman) Shen | Efficient Hybrid Beamforming with Anti-Blockage Design for High-Speed
Railway Communications | 11 Pages, 9 Figures | IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2020 | 10.1109/TVT.2020.3000757 | null | cs.IT eess.SP math.IT | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Future railway is expected to accommodate both train operation services and
passenger broadband services. The millimeter wave (mmWave) communication is a
promising technology in providing multi-gigabit data rates to onboard users.
However, mmWave communications suffer from severe propagation attenuation and
vulnerabi... | [
{
"created": "Thu, 2 Jul 2020 03:44:37 GMT",
"version": "v1"
}
] | 2020-07-03 | [
[
"Gao",
"Meilin",
"",
"Sherman"
],
[
"Ai",
"Bo",
"",
"Sherman"
],
[
"Niu",
"Yong",
"",
"Sherman"
],
[
"Wu",
"Wen",
"",
"Sherman"
],
[
"Yang",
"Peng",
"",
"Sherman"
],
[
"Lyu",
"Feng",
"",
"Sherman"
... | Future railway is expected to accommodate both train operation services and passenger broadband services. The millimeter wave (mmWave) communication is a promising technology in providing multi-gigabit data rates to onboard users. However, mmWave communications suffer from severe propagation attenuation and vulnerabili... |
1803.00552 | Sneihil Gopal Ms | Sneihil Gopal and Sanjit K. Kaul | A Game Theoretic Approach to DSRC and WiFi Coexistence | Accepted at IEEE INFOCOM AoI Workshop 2018 | null | null | null | cs.NI cs.GT | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | We model the coexistence of DSRC and WiFi networks as a strategic form game
with the networks as the players. Nodes in a DSRC network must support
messaging of status updates that are time sensitive. Such nodes would like to
achieve a small age of information of status updates. In contrast, nodes in a
WiFi network wo... | [
{
"created": "Thu, 1 Mar 2018 18:43:28 GMT",
"version": "v1"
},
{
"created": "Sat, 3 Mar 2018 18:10:36 GMT",
"version": "v2"
},
{
"created": "Mon, 12 Mar 2018 20:40:33 GMT",
"version": "v3"
},
{
"created": "Wed, 18 Apr 2018 19:53:33 GMT",
"version": "v4"
},
{
"cre... | 2018-04-24 | [
[
"Gopal",
"Sneihil",
""
],
[
"Kaul",
"Sanjit K.",
""
]
] | We model the coexistence of DSRC and WiFi networks as a strategic form game with the networks as the players. Nodes in a DSRC network must support messaging of status updates that are time sensitive. Such nodes would like to achieve a small age of information of status updates. In contrast, nodes in a WiFi network woul... |
2110.02404 | Justin Wilson | Justin Wilson and Ming C. Lin | 3D-MOV: Audio-Visual LSTM Autoencoder for 3D Reconstruction of Multiple
Objects from Video | null | null | null | null | cs.CV cs.SD eess.AS | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | 3D object reconstructions of transparent and concave structured objects, with
inferred material properties, remains an open research problem for robot
navigation in unstructured environments. In this paper, we propose a multimodal
single- and multi-frame neural network for 3D reconstructions using
audio-visual inputs... | [
{
"created": "Tue, 5 Oct 2021 23:23:19 GMT",
"version": "v1"
}
] | 2021-10-07 | [
[
"Wilson",
"Justin",
""
],
[
"Lin",
"Ming C.",
""
]
] | 3D object reconstructions of transparent and concave structured objects, with inferred material properties, remains an open research problem for robot navigation in unstructured environments. In this paper, we propose a multimodal single- and multi-frame neural network for 3D reconstructions using audio-visual inputs. ... |
2401.15996 | Nahyun Kwon | Nahyun Kwon, Qian Lu, Muhammad Hasham Qazi, Joanne Liu, Changhoon Oh,
Shu Kong, Jeeeun Kim | AccessLens: Auto-detecting Inaccessibility of Everyday Objects | CHI2024 | null | 10.1145/3613904.3642767 | null | cs.CV cs.HC | http://creativecommons.org/licenses/by/4.0/ | In our increasingly diverse society, everyday physical interfaces often
present barriers, impacting individuals across various contexts. This
oversight, from small cabinet knobs to identical wall switches that can pose
different contextual challenges, highlights an imperative need for solutions.
Leveraging low-cost 3... | [
{
"created": "Mon, 29 Jan 2024 09:27:55 GMT",
"version": "v1"
},
{
"created": "Fri, 23 Feb 2024 17:06:14 GMT",
"version": "v2"
}
] | 2024-02-26 | [
[
"Kwon",
"Nahyun",
""
],
[
"Lu",
"Qian",
""
],
[
"Qazi",
"Muhammad Hasham",
""
],
[
"Liu",
"Joanne",
""
],
[
"Oh",
"Changhoon",
""
],
[
"Kong",
"Shu",
""
],
[
"Kim",
"Jeeeun",
""
]
] | In our increasingly diverse society, everyday physical interfaces often present barriers, impacting individuals across various contexts. This oversight, from small cabinet knobs to identical wall switches that can pose different contextual challenges, highlights an imperative need for solutions. Leveraging low-cost 3D-... |
1210.2149 | Ragib Hasan | Shams Zawoad and Ragib Hasan | The Enemy Within: The Emerging Threats to Healthcare from Malicious
Mobile Devices | To appear at MobiHealth 2012 | null | null | null | cs.CR cs.NI | http://creativecommons.org/licenses/by-nc-sa/3.0/ | With the proliferation of wireless networks, mobile devices and medical
devices are increasingly being equipped with wireless interfaces, such as
Bluetooth and WiFi to allow easy access to and control of the medical devices.
Unfortunately, the very presence and usage of such interfaces also expose the
medical devices... | [
{
"created": "Mon, 8 Oct 2012 05:34:18 GMT",
"version": "v1"
}
] | 2012-10-09 | [
[
"Zawoad",
"Shams",
""
],
[
"Hasan",
"Ragib",
""
]
] | With the proliferation of wireless networks, mobile devices and medical devices are increasingly being equipped with wireless interfaces, such as Bluetooth and WiFi to allow easy access to and control of the medical devices. Unfortunately, the very presence and usage of such interfaces also expose the medical devices t... |
1903.04141 | Sandip Roy | Sandip Roy and Mengran Xue | Sign Patterns of Inverse Doubly-Nonnegative Matrices | Final version of paper, appeared in Linear Algebra and its
Applications in March 2021 | Linear Algebra and its Applications, Volume 610, 1 February 2021,
Pages 480-487 | 10.1016/j.laa.2020.10.005 | null | cs.SY cs.NA eess.SP math.NA math.OC | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | The sign patterns of inverse doubly-nonnegative matrices are examined. A
necessary and sufficient condition is developed for a sign matrix to correspond
to an inverse doubly-nonnegative matrix. In addition, for a doubly-nonnegative
matrix whose graph is a tree, the inverse is shown to have a unique sign
pattern, whic... | [
{
"created": "Mon, 11 Mar 2019 06:46:52 GMT",
"version": "v1"
},
{
"created": "Tue, 12 Mar 2019 06:12:59 GMT",
"version": "v2"
},
{
"created": "Mon, 8 Mar 2021 12:56:59 GMT",
"version": "v3"
}
] | 2021-03-09 | [
[
"Roy",
"Sandip",
""
],
[
"Xue",
"Mengran",
""
]
] | The sign patterns of inverse doubly-nonnegative matrices are examined. A necessary and sufficient condition is developed for a sign matrix to correspond to an inverse doubly-nonnegative matrix. In addition, for a doubly-nonnegative matrix whose graph is a tree, the inverse is shown to have a unique sign pattern, which ... |
1904.08408 | Benjamin Deguerre | Benjamin Deguerre, Cl\'ement Chatelain, Gilles Gasso | Fast object detection in compressed JPEG Images | null | null | 10.1109/ITSC.2019.8916937 | null | cs.CV cs.LG stat.ML | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Object detection in still images has drawn a lot of attention over past few
years, and with the advent of Deep Learning impressive performances have been
achieved with numerous industrial applications. Most of these deep learning
models rely on RGB images to localize and identify objects in the image.
However in some... | [
{
"created": "Tue, 16 Apr 2019 22:10:53 GMT",
"version": "v1"
}
] | 2020-06-23 | [
[
"Deguerre",
"Benjamin",
""
],
[
"Chatelain",
"Clément",
""
],
[
"Gasso",
"Gilles",
""
]
] | Object detection in still images has drawn a lot of attention over past few years, and with the advent of Deep Learning impressive performances have been achieved with numerous industrial applications. Most of these deep learning models rely on RGB images to localize and identify objects in the image. However in some a... |
2108.08541 | Jelle Hellings | Jelle Hellings and Mohammad Sadoghi | Byzantine Cluster-Sending in Expected Constant Communication | null | null | null | null | cs.DB cs.DC | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Traditional resilient systems operate on fully-replicated fault-tolerant
clusters, which limits their scalability and performance. One way to make the
step towards resilient high-performance systems that can deal with huge
workloads, is by enabling independent fault-tolerant clusters to efficiently
communicate and co... | [
{
"created": "Thu, 19 Aug 2021 07:50:44 GMT",
"version": "v1"
}
] | 2021-08-20 | [
[
"Hellings",
"Jelle",
""
],
[
"Sadoghi",
"Mohammad",
""
]
] | Traditional resilient systems operate on fully-replicated fault-tolerant clusters, which limits their scalability and performance. One way to make the step towards resilient high-performance systems that can deal with huge workloads, is by enabling independent fault-tolerant clusters to efficiently communicate and coop... |
2204.07612 | Laura Montoya | Jennafer S. Roberts and Laura N. Montoya | Contextualizing Artificially Intelligent Morality: A Meta-Ethnography of
Top-Down, Bottom-Up, and Hybrid Models for Theoretical and Applied Ethics in
Artificial Intelligence | 22 pages, 4 tables, accepted for publication in the Future of
Information and Communication Conference (FICC) 2023 proceedings will be
published in Springer series "Lecture Notes in Networks and Systems" and
submitted for consideration to Web of Science, SCOPUS, INSPEC, WTI Frankfurt
eG, zbMATH and SCImago | null | null | null | cs.AI cs.CY cs.GL cs.HC cs.NE | http://creativecommons.org/licenses/by-nc-sa/4.0/ | In this meta-ethnography, we explore three different angles of ethical
artificial intelligence (AI) design implementation including the philosophical
ethical viewpoint, the technical perspective, and framing through a political
lens. Our qualitative research includes a literature review that highlights the
cross-refe... | [
{
"created": "Fri, 15 Apr 2022 18:47:49 GMT",
"version": "v1"
},
{
"created": "Thu, 8 Sep 2022 18:15:35 GMT",
"version": "v2"
}
] | 2022-09-12 | [
[
"Roberts",
"Jennafer S.",
""
],
[
"Montoya",
"Laura N.",
""
]
] | In this meta-ethnography, we explore three different angles of ethical artificial intelligence (AI) design implementation including the philosophical ethical viewpoint, the technical perspective, and framing through a political lens. Our qualitative research includes a literature review that highlights the cross-refere... |
2407.06516 | Yibo Liu | Yibo Liu, Zheyuan Yang, Guile Wu, Yuan Ren, Kejian Lin, Bingbing Liu,
Yang Liu, Jinjun Shan | VQA-Diff: Exploiting VQA and Diffusion for Zero-Shot Image-to-3D Vehicle
Asset Generation in Autonomous Driving | null | null | null | null | cs.CV | http://creativecommons.org/licenses/by/4.0/ | Generating 3D vehicle assets from in-the-wild observations is crucial to
autonomous driving. Existing image-to-3D methods cannot well address this
problem because they learn generation merely from image RGB information without
a deeper understanding of in-the-wild vehicles (such as car models,
manufacturers, etc.). T... | [
{
"created": "Tue, 9 Jul 2024 03:09:55 GMT",
"version": "v1"
},
{
"created": "Wed, 10 Jul 2024 18:51:40 GMT",
"version": "v2"
}
] | 2024-07-12 | [
[
"Liu",
"Yibo",
""
],
[
"Yang",
"Zheyuan",
""
],
[
"Wu",
"Guile",
""
],
[
"Ren",
"Yuan",
""
],
[
"Lin",
"Kejian",
""
],
[
"Liu",
"Bingbing",
""
],
[
"Liu",
"Yang",
""
],
[
"Shan",
"Jinjun",
"... | Generating 3D vehicle assets from in-the-wild observations is crucial to autonomous driving. Existing image-to-3D methods cannot well address this problem because they learn generation merely from image RGB information without a deeper understanding of in-the-wild vehicles (such as car models, manufacturers, etc.). Thi... |
1907.08345 | Bahador Saket | Bahador Saket, Lei Jiang, Charles Perin, and Alex Endert | Liger: Combining Interaction Paradigms for Visual Analysis | null | null | null | null | cs.HC | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Visualization tools usually leverage a single interaction paradigm (e.g.,
manual view specification, visualization by demonstration, etc.), which fosters
the process of visualization construction. A large body of work has
investigated the effectiveness of individual interaction paradigms, building an
understanding of... | [
{
"created": "Fri, 19 Jul 2019 02:29:31 GMT",
"version": "v1"
},
{
"created": "Mon, 22 Jul 2019 00:49:34 GMT",
"version": "v2"
}
] | 2019-07-23 | [
[
"Saket",
"Bahador",
""
],
[
"Jiang",
"Lei",
""
],
[
"Perin",
"Charles",
""
],
[
"Endert",
"Alex",
""
]
] | Visualization tools usually leverage a single interaction paradigm (e.g., manual view specification, visualization by demonstration, etc.), which fosters the process of visualization construction. A large body of work has investigated the effectiveness of individual interaction paradigms, building an understanding of a... |
2404.03634 | Kairui Ding | Kairui Ding, Boyuan Chen, Ruihai Wu, Yuyang Li, Zongzheng Zhang,
Huan-ang Gao, Siqi Li, Guyue Zhou, Yixin Zhu, Hao Dong, and Hao Zhao | PreAfford: Universal Affordance-Based Pre-Grasping for Diverse Objects
and Environments | Project Page: https://air-discover.github.io/PreAfford/ | null | null | null | cs.RO cs.CV | http://creativecommons.org/licenses/by/4.0/ | Robotic manipulation with two-finger grippers is challenged by objects
lacking distinct graspable features. Traditional pre-grasping methods, which
typically involve repositioning objects or utilizing external aids like table
edges, are limited in their adaptability across different object categories and
environments... | [
{
"created": "Thu, 4 Apr 2024 17:54:12 GMT",
"version": "v1"
},
{
"created": "Thu, 4 Jul 2024 08:13:57 GMT",
"version": "v2"
}
] | 2024-07-08 | [
[
"Ding",
"Kairui",
""
],
[
"Chen",
"Boyuan",
""
],
[
"Wu",
"Ruihai",
""
],
[
"Li",
"Yuyang",
""
],
[
"Zhang",
"Zongzheng",
""
],
[
"Gao",
"Huan-ang",
""
],
[
"Li",
"Siqi",
""
],
[
"Zhou",
"Guyue"... | Robotic manipulation with two-finger grippers is challenged by objects lacking distinct graspable features. Traditional pre-grasping methods, which typically involve repositioning objects or utilizing external aids like table edges, are limited in their adaptability across different object categories and environments. ... |
1612.02788 | Nikhil Vyas | Nikhil Bansal, Shashwat Garg, Jesper Nederlof, Nikhil Vyas | Faster Space-Efficient Algorithms for Subset Sum, k-Sum and Related
Problems | 23 pages, 3 figures | null | null | null | cs.DS cs.CC cs.CR | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | We present space efficient Monte Carlo algorithms that solve Subset Sum and
Knapsack instances with $n$ items using $O^*(2^{0.86n})$ time and polynomial
space, where the $O^*(\cdot)$ notation suppresses factors polynomial in the
input size. Both algorithms assume random read-only access to random bits.
Modulo this mi... | [
{
"created": "Thu, 8 Dec 2016 20:09:55 GMT",
"version": "v1"
},
{
"created": "Sat, 24 Jun 2017 18:35:30 GMT",
"version": "v2"
}
] | 2017-06-27 | [
[
"Bansal",
"Nikhil",
""
],
[
"Garg",
"Shashwat",
""
],
[
"Nederlof",
"Jesper",
""
],
[
"Vyas",
"Nikhil",
""
]
] | We present space efficient Monte Carlo algorithms that solve Subset Sum and Knapsack instances with $n$ items using $O^*(2^{0.86n})$ time and polynomial space, where the $O^*(\cdot)$ notation suppresses factors polynomial in the input size. Both algorithms assume random read-only access to random bits. Modulo this mild... |
1711.05865 | Sourya Dey | Sourya Dey | Pricing Football Players using Neural Networks | 10 pages technical report (v2: Revised wording and formatting from
v1) | null | null | null | cs.LG | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | We designed a multilayer perceptron neural network to predict the price of a
football (soccer) player using data on more than 15,000 players from the
football simulation video game FIFA 2017. The network was optimized by
experimenting with different activation functions, number of neurons and
layers, learning rate an... | [
{
"created": "Thu, 16 Nov 2017 00:14:49 GMT",
"version": "v1"
},
{
"created": "Sat, 18 Nov 2017 00:46:39 GMT",
"version": "v2"
}
] | 2017-11-21 | [
[
"Dey",
"Sourya",
""
]
] | We designed a multilayer perceptron neural network to predict the price of a football (soccer) player using data on more than 15,000 players from the football simulation video game FIFA 2017. The network was optimized by experimenting with different activation functions, number of neurons and layers, learning rate and ... |
2010.01615 | Uttaran Bhattacharya | Uttaran Bhattacharya and Nicholas Rewkowski and Pooja Guhan and Niall
L. Williams and Trisha Mittal and Aniket Bera and Dinesh Manocha | Generating Emotive Gaits for Virtual Agents Using Affect-Based
Autoregression | 12 pages, 9 figures, 3 tables | ISMAR, 2020, pp. 24-35 | 10.1109/ISMAR50242.2020.00020 | null | cs.GR | http://creativecommons.org/licenses/by/4.0/ | We present a novel autoregression network to generate virtual agents that
convey various emotions through their walking styles or gaits. Given the 3D
pose sequences of a gait, our network extracts pertinent movement features and
affective features from the gait. We use these features to synthesize
subsequent gaits su... | [
{
"created": "Sun, 4 Oct 2020 16:05:40 GMT",
"version": "v1"
},
{
"created": "Sat, 31 Jul 2021 15:36:14 GMT",
"version": "v2"
}
] | 2021-08-03 | [
[
"Bhattacharya",
"Uttaran",
""
],
[
"Rewkowski",
"Nicholas",
""
],
[
"Guhan",
"Pooja",
""
],
[
"Williams",
"Niall L.",
""
],
[
"Mittal",
"Trisha",
""
],
[
"Bera",
"Aniket",
""
],
[
"Manocha",
"Dinesh",
""
... | We present a novel autoregression network to generate virtual agents that convey various emotions through their walking styles or gaits. Given the 3D pose sequences of a gait, our network extracts pertinent movement features and affective features from the gait. We use these features to synthesize subsequent gaits such... |
2202.00443 | Pierre Lison | Ildik\'o Pil\'an, Pierre Lison, Lilja {\O}vrelid, Anthi Papadopoulou,
David S\'anchez and Montserrat Batet | The Text Anonymization Benchmark (TAB): A Dedicated Corpus and
Evaluation Framework for Text Anonymization | null | null | null | null | cs.CL cs.AI | http://creativecommons.org/licenses/by/4.0/ | We present a novel benchmark and associated evaluation metrics for assessing
the performance of text anonymization methods. Text anonymization, defined as
the task of editing a text document to prevent the disclosure of personal
information, currently suffers from a shortage of privacy-oriented annotated
text resourc... | [
{
"created": "Tue, 25 Jan 2022 14:34:42 GMT",
"version": "v1"
},
{
"created": "Fri, 1 Jul 2022 10:27:00 GMT",
"version": "v2"
}
] | 2022-07-04 | [
[
"Pilán",
"Ildikó",
""
],
[
"Lison",
"Pierre",
""
],
[
"Øvrelid",
"Lilja",
""
],
[
"Papadopoulou",
"Anthi",
""
],
[
"Sánchez",
"David",
""
],
[
"Batet",
"Montserrat",
""
]
] | We present a novel benchmark and associated evaluation metrics for assessing the performance of text anonymization methods. Text anonymization, defined as the task of editing a text document to prevent the disclosure of personal information, currently suffers from a shortage of privacy-oriented annotated text resources... |
1907.09691 | Lan Hu | Lan Hu, Wanting Xu, Kun Huang, Laurent Kneip | Deep-SLAM++: Object-level RGBD SLAM based on class-specific deep shape
priors | null | null | null | null | cs.CV eess.IV | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | In an effort to increase the capabilities of SLAM systems and produce
object-level representations, the community increasingly investigates the
imposition of higher-level priors into the estimation process. One such example
is given by employing object detectors to load and register full CAD models.
Our work extends ... | [
{
"created": "Tue, 23 Jul 2019 04:24:25 GMT",
"version": "v1"
},
{
"created": "Mon, 9 Dec 2019 13:25:38 GMT",
"version": "v2"
}
] | 2019-12-10 | [
[
"Hu",
"Lan",
""
],
[
"Xu",
"Wanting",
""
],
[
"Huang",
"Kun",
""
],
[
"Kneip",
"Laurent",
""
]
] | In an effort to increase the capabilities of SLAM systems and produce object-level representations, the community increasingly investigates the imposition of higher-level priors into the estimation process. One such example is given by employing object detectors to load and register full CAD models. Our work extends th... |
2203.16582 | Fan Feng | Fan Feng, Biwei Huang, Kun Zhang, Sara Magliacane | Factored Adaptation for Non-Stationary Reinforcement Learning | Accepted at the NeurIPS 2022 | null | null | null | cs.LG cs.AI | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Dealing with non-stationarity in environments (e.g., in the transition
dynamics) and objectives (e.g., in the reward functions) is a challenging
problem that is crucial in real-world applications of reinforcement learning
(RL). While most current approaches model the changes as a single shared
embedding vector, we le... | [
{
"created": "Wed, 30 Mar 2022 18:14:01 GMT",
"version": "v1"
},
{
"created": "Tue, 18 Oct 2022 02:26:17 GMT",
"version": "v2"
}
] | 2022-10-19 | [
[
"Feng",
"Fan",
""
],
[
"Huang",
"Biwei",
""
],
[
"Zhang",
"Kun",
""
],
[
"Magliacane",
"Sara",
""
]
] | Dealing with non-stationarity in environments (e.g., in the transition dynamics) and objectives (e.g., in the reward functions) is a challenging problem that is crucial in real-world applications of reinforcement learning (RL). While most current approaches model the changes as a single shared embedding vector, we leve... |
2404.12804 | Junming Hou | Junming Hou, Zihan Cao, Naishan Zheng, Xuan Li, Xiaoyu Chen, Xinyang
Liu, Xiaofeng Cong, Man Zhou, Danfeng Hong | Linearly-evolved Transformer for Pan-sharpening | 10 pages | null | null | null | cs.CV eess.IV | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Vision transformer family has dominated the satellite pan-sharpening field
driven by the global-wise spatial information modeling mechanism from the core
self-attention ingredient. The standard modeling rules within these promising
pan-sharpening methods are to roughly stack the transformer variants in a
cascaded man... | [
{
"created": "Fri, 19 Apr 2024 11:38:34 GMT",
"version": "v1"
}
] | 2024-04-22 | [
[
"Hou",
"Junming",
""
],
[
"Cao",
"Zihan",
""
],
[
"Zheng",
"Naishan",
""
],
[
"Li",
"Xuan",
""
],
[
"Chen",
"Xiaoyu",
""
],
[
"Liu",
"Xinyang",
""
],
[
"Cong",
"Xiaofeng",
""
],
[
"Zhou",
"Man",... | Vision transformer family has dominated the satellite pan-sharpening field driven by the global-wise spatial information modeling mechanism from the core self-attention ingredient. The standard modeling rules within these promising pan-sharpening methods are to roughly stack the transformer variants in a cascaded manne... |
2204.03046 | Tao Yang | Tao Yang, Zhichao Xu, Qingyao Ai | Vertical Allocation-based Fair Exposure Amortizing in Ranking | 11 pages, 3 figures | null | 10.1145/3624918.3625313 | null | cs.IR | http://creativecommons.org/licenses/by/4.0/ | Result ranking often affects consumer satisfaction as well as the amount of
exposure each item receives in the ranking services. Myopically maximizing
customer satisfaction by ranking items only according to relevance will lead to
unfair distribution of exposure for items, followed by unfair opportunities and
economi... | [
{
"created": "Wed, 6 Apr 2022 19:00:02 GMT",
"version": "v1"
},
{
"created": "Mon, 16 Oct 2023 19:53:37 GMT",
"version": "v2"
}
] | 2023-10-18 | [
[
"Yang",
"Tao",
""
],
[
"Xu",
"Zhichao",
""
],
[
"Ai",
"Qingyao",
""
]
] | Result ranking often affects consumer satisfaction as well as the amount of exposure each item receives in the ranking services. Myopically maximizing customer satisfaction by ranking items only according to relevance will lead to unfair distribution of exposure for items, followed by unfair opportunities and economic ... |
1007.4864 | Martin Macko | Martin Macko, Kate Larson, \v{L}ubo\v{s} Steskal | Braess's Paradox for Flows Over Time | 19 pages, 6 figures, an extended version of paper accepted for SAGT
2010 | null | 10.1007/978-3-642-16170-4_23 | null | cs.GT | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | We study the properties of Braess's paradox in the context of the model of
congestion games with flow over time introduced by Koch and Skutella. We
compare them to the well known properties of Braess's paradox for Wardrop's
model of games with static flows. We show that there are networks which do not
admit Braess's ... | [
{
"created": "Wed, 28 Jul 2010 03:11:56 GMT",
"version": "v1"
}
] | 2015-05-19 | [
[
"Macko",
"Martin",
""
],
[
"Larson",
"Kate",
""
],
[
"Steskal",
"Ľuboš",
""
]
] | We study the properties of Braess's paradox in the context of the model of congestion games with flow over time introduced by Koch and Skutella. We compare them to the well known properties of Braess's paradox for Wardrop's model of games with static flows. We show that there are networks which do not admit Braess's pa... |
1602.07373 | Song Wang | Song Wang, Dongchun Ren, Li Chen, Wei Fan, Jun Sun, Satoshi Naoi | On Study of the Binarized Deep Neural Network for Image Classification | 9 pages, 6 figures. Rejected conference (CVPR 2015) submission.
Submission date: November, 2014. This work is patented in China (NO.
201410647710.3) | null | null | null | cs.NE cs.CV cs.LG | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Recently, the deep neural network (derived from the artificial neural
network) has attracted many researchers' attention by its outstanding
performance. However, since this network requires high-performance GPUs and
large storage, it is very hard to use it on individual devices. In order to
improve the deep neural ne... | [
{
"created": "Wed, 24 Feb 2016 02:39:47 GMT",
"version": "v1"
}
] | 2016-02-25 | [
[
"Wang",
"Song",
""
],
[
"Ren",
"Dongchun",
""
],
[
"Chen",
"Li",
""
],
[
"Fan",
"Wei",
""
],
[
"Sun",
"Jun",
""
],
[
"Naoi",
"Satoshi",
""
]
] | Recently, the deep neural network (derived from the artificial neural network) has attracted many researchers' attention by its outstanding performance. However, since this network requires high-performance GPUs and large storage, it is very hard to use it on individual devices. In order to improve the deep neural netw... |
1910.10749 | Yisroel Mirsky Dr. | Naor Kalbo, Yisroel Mirsky, Asaf Shabtai, Yuval Elovici | The Security of IP-based Video Surveillance Systems | null | null | null | null | cs.CR cs.CY | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | IP-based Surveillance systems protect industrial facilities, railways, gas
stations, and even one's own home. Therefore, unauthorized access to these
systems has serious security implications. In this survey, we analyze the
system's (1) threat agents, (2) attack goals, (3) practical attacks, (4)
possible attack outco... | [
{
"created": "Wed, 23 Oct 2019 18:13:37 GMT",
"version": "v1"
}
] | 2019-10-25 | [
[
"Kalbo",
"Naor",
""
],
[
"Mirsky",
"Yisroel",
""
],
[
"Shabtai",
"Asaf",
""
],
[
"Elovici",
"Yuval",
""
]
] | IP-based Surveillance systems protect industrial facilities, railways, gas stations, and even one's own home. Therefore, unauthorized access to these systems has serious security implications. In this survey, we analyze the system's (1) threat agents, (2) attack goals, (3) practical attacks, (4) possible attack outcome... |
1811.11721 | Yunchao Wei | Zilong Huang, Xinggang Wang, Yunchao Wei, Lichao Huang, Humphrey Shi,
Wenyu Liu, Thomas S. Huang | CCNet: Criss-Cross Attention for Semantic Segmentation | IEEE TPAMI 2020 & ICCV 2019 | null | null | null | cs.CV | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Contextual information is vital in visual understanding problems, such as
semantic segmentation and object detection. We propose a Criss-Cross Network
(CCNet) for obtaining full-image contextual information in a very effective and
efficient way. Concretely, for each pixel, a novel criss-cross attention module
harvest... | [
{
"created": "Wed, 28 Nov 2018 18:18:27 GMT",
"version": "v1"
},
{
"created": "Thu, 9 Jul 2020 12:17:28 GMT",
"version": "v2"
}
] | 2020-07-10 | [
[
"Huang",
"Zilong",
""
],
[
"Wang",
"Xinggang",
""
],
[
"Wei",
"Yunchao",
""
],
[
"Huang",
"Lichao",
""
],
[
"Shi",
"Humphrey",
""
],
[
"Liu",
"Wenyu",
""
],
[
"Huang",
"Thomas S.",
""
]
] | Contextual information is vital in visual understanding problems, such as semantic segmentation and object detection. We propose a Criss-Cross Network (CCNet) for obtaining full-image contextual information in a very effective and efficient way. Concretely, for each pixel, a novel criss-cross attention module harvests ... |
2109.00863 | Partha Das | Partha Das, Yang Liu, Sezer Karaoglu and Theo Gevers | Generative Models for Multi-Illumination Color Constancy | Accepted in International Conference on Computer Vision Workshop
(ICCVW) 2021 | null | null | null | cs.CV | http://creativecommons.org/licenses/by/4.0/ | In this paper, the aim is multi-illumination color constancy. However, most
of the existing color constancy methods are designed for single light sources.
Furthermore, datasets for learning multiple illumination color constancy are
largely missing. We propose a seed (physics driven) based multi-illumination
color con... | [
{
"created": "Thu, 2 Sep 2021 12:24:40 GMT",
"version": "v1"
}
] | 2021-09-03 | [
[
"Das",
"Partha",
""
],
[
"Liu",
"Yang",
""
],
[
"Karaoglu",
"Sezer",
""
],
[
"Gevers",
"Theo",
""
]
] | In this paper, the aim is multi-illumination color constancy. However, most of the existing color constancy methods are designed for single light sources. Furthermore, datasets for learning multiple illumination color constancy are largely missing. We propose a seed (physics driven) based multi-illumination color const... |
1812.06158 | Maksim Kretov | Alexander Fritzler and Varvara Logacheva and Maksim Kretov | Few-shot classification in Named Entity Recognition Task | In proceedings of the 34th ACM/SIGAPP Symposium on Applied Computing | null | 10.1145/3297280.3297378 | null | cs.CL cs.LG stat.ML | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | For many natural language processing (NLP) tasks the amount of annotated data
is limited. This urges a need to apply semi-supervised learning techniques,
such as transfer learning or meta-learning. In this work we tackle Named Entity
Recognition (NER) task using Prototypical Network - a metric learning
technique. It ... | [
{
"created": "Fri, 14 Dec 2018 20:39:47 GMT",
"version": "v1"
}
] | 2018-12-18 | [
[
"Fritzler",
"Alexander",
""
],
[
"Logacheva",
"Varvara",
""
],
[
"Kretov",
"Maksim",
""
]
] | For many natural language processing (NLP) tasks the amount of annotated data is limited. This urges a need to apply semi-supervised learning techniques, such as transfer learning or meta-learning. In this work we tackle Named Entity Recognition (NER) task using Prototypical Network - a metric learning technique. It le... |
1910.08579 | Satyaki Sikdar | Justus Hibshman, Satyaki Sikdar, Tim Weninger | Towards Interpretable Graph Modeling with Vertex Replacement Grammars | 10 pages, 9 figures, accepted at IEEE BigData 2019 | null | 10.1109/BigData47090.2019.9006204 | null | cs.SI cs.DM | http://creativecommons.org/licenses/by/4.0/ | An enormous amount of real-world data exists in the form of graphs.
Oftentimes, interesting patterns that describe the complex dynamics of these
graphs are captured in the form of frequently reoccurring substructures. Recent
work at the intersection of formal language theory and graph theory has
explored the use of g... | [
{
"created": "Fri, 18 Oct 2019 18:30:04 GMT",
"version": "v1"
}
] | 2023-01-06 | [
[
"Hibshman",
"Justus",
""
],
[
"Sikdar",
"Satyaki",
""
],
[
"Weninger",
"Tim",
""
]
] | An enormous amount of real-world data exists in the form of graphs. Oftentimes, interesting patterns that describe the complex dynamics of these graphs are captured in the form of frequently reoccurring substructures. Recent work at the intersection of formal language theory and graph theory has explored the use of gra... |
1812.04048 | Xin Zhang | Xin Zhang, Jia Liu, Zhengyuan Zhu, Elizabeth S. Bentley | Compressed Distributed Gradient Descent: Communication-Efficient
Consensus over Networks | 11 pages, 11 figures, IEEE INFOCOM 2019 | null | null | null | cs.DC cs.SY | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Network consensus optimization has received increasing attention in recent
years and has found important applications in many scientific and engineering
fields. To solve network consensus optimization problems, one of the most
well-known approaches is the distributed gradient descent method (DGD).
However, in network... | [
{
"created": "Mon, 10 Dec 2018 19:37:26 GMT",
"version": "v1"
},
{
"created": "Sat, 26 Jan 2019 01:48:51 GMT",
"version": "v2"
},
{
"created": "Wed, 10 Apr 2019 22:11:08 GMT",
"version": "v3"
},
{
"created": "Sun, 21 Jul 2019 19:48:29 GMT",
"version": "v4"
},
{
"c... | 2019-09-10 | [
[
"Zhang",
"Xin",
""
],
[
"Liu",
"Jia",
""
],
[
"Zhu",
"Zhengyuan",
""
],
[
"Bentley",
"Elizabeth S.",
""
]
] | Network consensus optimization has received increasing attention in recent years and has found important applications in many scientific and engineering fields. To solve network consensus optimization problems, one of the most well-known approaches is the distributed gradient descent method (DGD). However, in networks ... |
1606.02007 | Amir Vahid Dastjerdi | Harshit Gupta, Amir Vahid Dastjerdi, Soumya K. Ghosh, and Rajkumar
Buyya | iFogSim: A Toolkit for Modeling and Simulation of Resource Management
Techniques in Internet of Things, Edge and Fog Computing Environments | Cloud Computing and Distributed Systems Laboratory, The University of
Melbourne, June 6, 2016 | null | null | CLOUDS-TR-2016-2 | cs.DC | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Internet of Things (IoT) aims to bring every object (e.g. smart cameras,
wearable, environmental sensors, home appliances, and vehicles) online, hence
generating massive amounts of data that can overwhelm storage systems and data
analytics applications. Cloud computing offers services at the infrastructure
level that... | [
{
"created": "Tue, 7 Jun 2016 02:54:45 GMT",
"version": "v1"
}
] | 2016-06-08 | [
[
"Gupta",
"Harshit",
""
],
[
"Dastjerdi",
"Amir Vahid",
""
],
[
"Ghosh",
"Soumya K.",
""
],
[
"Buyya",
"Rajkumar",
""
]
] | Internet of Things (IoT) aims to bring every object (e.g. smart cameras, wearable, environmental sensors, home appliances, and vehicles) online, hence generating massive amounts of data that can overwhelm storage systems and data analytics applications. Cloud computing offers services at the infrastructure level that c... |
1509.07947 | Jun Zhang | Jun Zhang, Urbashi Mitra, Kuan-Wen Huang and Nicolo Michelusi | A new result of the scaling law of weighted L1 minimization | 6 pages, 6 figures | null | null | null | cs.IT math.IT | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | This paper study recovery conditions of weighted L1 minimization for signal
reconstruction from compressed sensing measurements. A sufficient condition for
exact recovery by using the general weighted L1 minimization is derived, which
builds a direct relationship between the weights and the recoverability.
Simulation... | [
{
"created": "Sat, 26 Sep 2015 05:43:17 GMT",
"version": "v1"
}
] | 2015-09-29 | [
[
"Zhang",
"Jun",
""
],
[
"Mitra",
"Urbashi",
""
],
[
"Huang",
"Kuan-Wen",
""
],
[
"Michelusi",
"Nicolo",
""
]
] | This paper study recovery conditions of weighted L1 minimization for signal reconstruction from compressed sensing measurements. A sufficient condition for exact recovery by using the general weighted L1 minimization is derived, which builds a direct relationship between the weights and the recoverability. Simulation r... |
1911.10435 | Carlos M. Ortiz | Brett Jefferson, Carlos Ortiz Marrero | Robust Assessment of Real-World Adversarial Examples | updated title and abstract; minor edits; some reformatting; added
figure 3 | null | null | PNNL-SA-149173 | cs.CV | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | We explore rigorous, systematic, and controlled experimental evaluation of
adversarial examples in the real world and propose a testing regimen for
evaluation of real world adversarial objects. We show that for small scene/
environmental perturbations, large adversarial performance differences exist.
Current state of... | [
{
"created": "Sun, 24 Nov 2019 00:00:33 GMT",
"version": "v1"
},
{
"created": "Sun, 15 Mar 2020 01:21:42 GMT",
"version": "v2"
}
] | 2020-03-17 | [
[
"Jefferson",
"Brett",
""
],
[
"Marrero",
"Carlos Ortiz",
""
]
] | We explore rigorous, systematic, and controlled experimental evaluation of adversarial examples in the real world and propose a testing regimen for evaluation of real world adversarial objects. We show that for small scene/ environmental perturbations, large adversarial performance differences exist. Current state of a... |
1205.4984 | Sreedhar Kallem k | K. Sreedhar and Y. Sreenivasulu | Determination of RF source power in WPSN using modulated backscattering | 10 pages; International Journal on Soft Computing (IJSC) Vol.3, No.1
(2012). arXiv admin note: text overlap with arXiv:1001.5339 by other authors | null | 10.5121/ijsc.2012.3104 | null | cs.OH | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | A wireless sensor network (WSN) is a wireless network consisting of spatially
distributed autonomous devices using sensors to cooperatively monitor physical
or environmental conditions, such as temperature, sound, vibration, pressure,
motion or pollutants, at different locations. During RF transmission energy
consume... | [
{
"created": "Fri, 9 Mar 2012 13:40:22 GMT",
"version": "v1"
}
] | 2012-05-23 | [
[
"Sreedhar",
"K.",
""
],
[
"Sreenivasulu",
"Y.",
""
]
] | A wireless sensor network (WSN) is a wireless network consisting of spatially distributed autonomous devices using sensors to cooperatively monitor physical or environmental conditions, such as temperature, sound, vibration, pressure, motion or pollutants, at different locations. During RF transmission energy consumed ... |
1812.01069 | Sharon Shoham Buchbinder | Sharon Shoham | Undecidability of Inferring Linear Integer Invariants | null | null | null | null | cs.PL | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | We show that the problem of determining the existence of an inductive
invariant in the language of quantifier free linear integer arithmetic (QFLIA)
is undecidable, even for transition systems and safety properties expressed in
QFLIA.
| [
{
"created": "Mon, 3 Dec 2018 20:26:55 GMT",
"version": "v1"
},
{
"created": "Thu, 6 Dec 2018 21:03:30 GMT",
"version": "v2"
}
] | 2018-12-10 | [
[
"Shoham",
"Sharon",
""
]
] | We show that the problem of determining the existence of an inductive invariant in the language of quantifier free linear integer arithmetic (QFLIA) is undecidable, even for transition systems and safety properties expressed in QFLIA. |
0809.2446 | Ananthanarayanan Chockalingam | Saif K. Mohammed, Ahmed Zaki, A. Chockalingam, and B. Sundar Rajan | High-Rate Space-Time Coded Large MIMO Systems: Low-Complexity Detection
and Channel Estimation | v3: Performance/complexity comparison of the proposed scheme with
other large-MIMO architectures/detectors has been added (Sec. IV-D). The
paper has been accepted for publication in IEEE Journal of Selected Topics in
Signal Processing (JSTSP): Spl. Iss. on Managing Complexity in Multiuser MIMO
Systems. v2: Sect... | null | 10.1109/JSTSP.2009.2035862 | null | cs.IT math.IT | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | In this paper, we present a low-complexity algorithm for detection in
high-rate, non-orthogonal space-time block coded (STBC) large-MIMO systems that
achieve high spectral efficiencies of the order of tens of bps/Hz. We also
present a training-based iterative detection/channel estimation scheme for such
large STBC MI... | [
{
"created": "Mon, 15 Sep 2008 05:55:41 GMT",
"version": "v1"
},
{
"created": "Sat, 4 Oct 2008 06:32:48 GMT",
"version": "v2"
},
{
"created": "Wed, 16 Sep 2009 07:57:12 GMT",
"version": "v3"
}
] | 2015-05-13 | [
[
"Mohammed",
"Saif K.",
""
],
[
"Zaki",
"Ahmed",
""
],
[
"Chockalingam",
"A.",
""
],
[
"Rajan",
"B. Sundar",
""
]
] | In this paper, we present a low-complexity algorithm for detection in high-rate, non-orthogonal space-time block coded (STBC) large-MIMO systems that achieve high spectral efficiencies of the order of tens of bps/Hz. We also present a training-based iterative detection/channel estimation scheme for such large STBC MIMO... |
2303.07938 | Zhaoyang Lyu | Zhaoyang Lyu, Jinyi Wang, Yuwei An, Ya Zhang, Dahua Lin, Bo Dai | Controllable Mesh Generation Through Sparse Latent Point Diffusion
Models | Accepted to CVPR 2023. Project page is at https://slide-3d.github.io | null | null | null | cs.CV | http://creativecommons.org/licenses/by/4.0/ | Mesh generation is of great value in various applications involving computer
graphics and virtual content, yet designing generative models for meshes is
challenging due to their irregular data structure and inconsistent topology of
meshes in the same category. In this work, we design a novel sparse latent
point diffu... | [
{
"created": "Tue, 14 Mar 2023 14:25:29 GMT",
"version": "v1"
},
{
"created": "Wed, 15 Mar 2023 03:13:08 GMT",
"version": "v2"
}
] | 2023-03-16 | [
[
"Lyu",
"Zhaoyang",
""
],
[
"Wang",
"Jinyi",
""
],
[
"An",
"Yuwei",
""
],
[
"Zhang",
"Ya",
""
],
[
"Lin",
"Dahua",
""
],
[
"Dai",
"Bo",
""
]
] | Mesh generation is of great value in various applications involving computer graphics and virtual content, yet designing generative models for meshes is challenging due to their irregular data structure and inconsistent topology of meshes in the same category. In this work, we design a novel sparse latent point diffusi... |
1905.09880 | Samad Ali | Samad Ali, Hossein Asgharimoghaddam, Nandana Rajatheva, Walid Saad,
Jussi Haapola | Contextual Bandit Learning for Machine Type Communications in the Null
Space of Multi-Antenna Systems | null | null | null | null | cs.IT eess.SP math.IT | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | In this paper, a novel approach based on the concept of opportunistic spatial
orthogonalization (OSO) is proposed for interference management between machine
type communications (MTC) and conventional cellular communications. In
particular, a cellular system is considered with a multi-antenna BS in which a
receive be... | [
{
"created": "Thu, 23 May 2019 19:20:00 GMT",
"version": "v1"
}
] | 2019-05-27 | [
[
"Ali",
"Samad",
""
],
[
"Asgharimoghaddam",
"Hossein",
""
],
[
"Rajatheva",
"Nandana",
""
],
[
"Saad",
"Walid",
""
],
[
"Haapola",
"Jussi",
""
]
] | In this paper, a novel approach based on the concept of opportunistic spatial orthogonalization (OSO) is proposed for interference management between machine type communications (MTC) and conventional cellular communications. In particular, a cellular system is considered with a multi-antenna BS in which a receive beam... |
2210.12634 | Yang Zhan | Yang Zhan, Zhitong Xiong and Yuan Yuan | RSVG: Exploring Data and Models for Visual Grounding on Remote Sensing
Data | 12 pages, 10 figures | null | 10.1109/TGRS.2023.3250471 | null | cs.CV | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | In this paper, we introduce the task of visual grounding for remote sensing
data (RSVG). RSVG aims to localize the referred objects in remote sensing (RS)
images with the guidance of natural language. To retrieve rich information from
RS imagery using natural language, many research tasks, like RS image visual
questi... | [
{
"created": "Sun, 23 Oct 2022 07:08:22 GMT",
"version": "v1"
}
] | 2023-05-03 | [
[
"Zhan",
"Yang",
""
],
[
"Xiong",
"Zhitong",
""
],
[
"Yuan",
"Yuan",
""
]
] | In this paper, we introduce the task of visual grounding for remote sensing data (RSVG). RSVG aims to localize the referred objects in remote sensing (RS) images with the guidance of natural language. To retrieve rich information from RS imagery using natural language, many research tasks, like RS image visual question... |
2007.04169 | Jay Budzik | Geoff Ward, Sean Kamkar, Jay Budzik | An exploration of the influence of path choice in game-theoretic
attribution algorithms | 21 pages, 12 figures | null | null | null | cs.LG cs.AI stat.ML | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | We compare machine learning explainability methods based on the theory of
atomic (Shapley, 1953) and infinitesimal (Aumann and Shapley, 1974) games, in a
theoretical and experimental investigation into how the model and choice of
integration path can influence the resulting feature attributions. To gain
insight into ... | [
{
"created": "Wed, 8 Jul 2020 14:57:28 GMT",
"version": "v1"
},
{
"created": "Fri, 26 Feb 2021 19:33:47 GMT",
"version": "v2"
}
] | 2021-03-02 | [
[
"Ward",
"Geoff",
""
],
[
"Kamkar",
"Sean",
""
],
[
"Budzik",
"Jay",
""
]
] | We compare machine learning explainability methods based on the theory of atomic (Shapley, 1953) and infinitesimal (Aumann and Shapley, 1974) games, in a theoretical and experimental investigation into how the model and choice of integration path can influence the resulting feature attributions. To gain insight into di... |
1806.08114 | Mehdi Baniasadi | Mehdi Baniasadi, Maryam Baniasadi, Gabriele Pozzetti, Bernhard Peters | A numerical study on the softening process of iron ore particles in the
cohesive zone of an experimental blast furnace using a coupled CFD-DEM method | null | null | null | null | cs.CE | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Reduced iron-bearing materials start softening in the cohesive zone of a
blast furnace due to the high temperature and the weight of the burden above.
Softening process causes a reduction of void space between particles. As a
result, the pressure drop and gas flow change remarkably in this particular
zone. As a conse... | [
{
"created": "Thu, 21 Jun 2018 08:52:44 GMT",
"version": "v1"
}
] | 2018-06-22 | [
[
"Baniasadi",
"Mehdi",
""
],
[
"Baniasadi",
"Maryam",
""
],
[
"Pozzetti",
"Gabriele",
""
],
[
"Peters",
"Bernhard",
""
]
] | Reduced iron-bearing materials start softening in the cohesive zone of a blast furnace due to the high temperature and the weight of the burden above. Softening process causes a reduction of void space between particles. As a result, the pressure drop and gas flow change remarkably in this particular zone. As a consequ... |
2003.12719 | Junjie Yu | Mingxiong Zhao, Jun-Jie Yu, Wen-Tao Li, Di Liu, Shaowen Yao, Wei Feng,
Changyang She, Tony Q. S. Quek | Energy-Aware Offloading in Time-Sensitive Networks with Mobile Edge
Computing | null | null | null | null | cs.NI eess.SP | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Mobile Edge Computing (MEC) enables rich services in close proximity to the
end users to provide high quality of experience (QoE) and contributes to energy
conservation compared with local computing, but results in increased
communication latency. In this paper, we investigate how to jointly optimize
task offloading ... | [
{
"created": "Sat, 28 Mar 2020 05:52:24 GMT",
"version": "v1"
}
] | 2020-03-31 | [
[
"Zhao",
"Mingxiong",
""
],
[
"Yu",
"Jun-Jie",
""
],
[
"Li",
"Wen-Tao",
""
],
[
"Liu",
"Di",
""
],
[
"Yao",
"Shaowen",
""
],
[
"Feng",
"Wei",
""
],
[
"She",
"Changyang",
""
],
[
"Quek",
"Tony Q. ... | Mobile Edge Computing (MEC) enables rich services in close proximity to the end users to provide high quality of experience (QoE) and contributes to energy conservation compared with local computing, but results in increased communication latency. In this paper, we investigate how to jointly optimize task offloading an... |
2311.15627 | Jin Zhong | Zezhong Jin, Youzhi Tu, Man-Wai Mak | Phonetic-aware speaker embedding for far-field speaker verification | submitted to ICASSP2024 | null | null | null | cs.SD cs.AI eess.AS | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | When a speaker verification (SV) system operates far from the sound sourced,
significant challenges arise due to the interference of noise and
reverberation. Studies have shown that incorporating phonetic information into
speaker embedding can improve the performance of text-independent SV. Inspired
by this observati... | [
{
"created": "Mon, 27 Nov 2023 08:45:35 GMT",
"version": "v1"
}
] | 2023-11-28 | [
[
"Jin",
"Zezhong",
""
],
[
"Tu",
"Youzhi",
""
],
[
"Mak",
"Man-Wai",
""
]
] | When a speaker verification (SV) system operates far from the sound sourced, significant challenges arise due to the interference of noise and reverberation. Studies have shown that incorporating phonetic information into speaker embedding can improve the performance of text-independent SV. Inspired by this observation... |
2405.02994 | Duc Cuong Nguyen | Cuong Duc Nguyen | Extended State Observer for Mismatch Disturbances Using Taylor
Approximation of the Integral | null | null | null | null | cs.SY eess.SY | http://creativecommons.org/licenses/by/4.0/ | The development of disturbance estimators using extended state observers
(ESOs) typically assumes that the system is observable. This paper introduces
an improved method for systems that are initially unobservable, leveraging
Taylor expansion to approximate the integral of disturbance dynamics. A new
extended system ... | [
{
"created": "Sun, 5 May 2024 16:32:46 GMT",
"version": "v1"
}
] | 2024-05-07 | [
[
"Nguyen",
"Cuong Duc",
""
]
] | The development of disturbance estimators using extended state observers (ESOs) typically assumes that the system is observable. This paper introduces an improved method for systems that are initially unobservable, leveraging Taylor expansion to approximate the integral of disturbance dynamics. A new extended system is... |
1901.04637 | Antao Zhou | Gang Cao, Antao Zhou, Xianglin Huang, Gege Song, Lifang Yang, Yonggui
Zhu | Resampling detection of recompressed images via dual-stream
convolutional neural network | null | null | null | null | cs.CV | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Resampling detection plays an important role in identifying image tampering,
such as image splicing. Currently, the resampling detection is still difficult
in recompressed images, which are yielded by applying resampling followed by
post-JPEG compression to primary JPEG images. Except for the scenario of low
quality ... | [
{
"created": "Tue, 15 Jan 2019 02:15:26 GMT",
"version": "v1"
},
{
"created": "Tue, 26 Feb 2019 02:36:11 GMT",
"version": "v2"
},
{
"created": "Fri, 10 May 2019 08:10:33 GMT",
"version": "v3"
}
] | 2019-05-13 | [
[
"Cao",
"Gang",
""
],
[
"Zhou",
"Antao",
""
],
[
"Huang",
"Xianglin",
""
],
[
"Song",
"Gege",
""
],
[
"Yang",
"Lifang",
""
],
[
"Zhu",
"Yonggui",
""
]
] | Resampling detection plays an important role in identifying image tampering, such as image splicing. Currently, the resampling detection is still difficult in recompressed images, which are yielded by applying resampling followed by post-JPEG compression to primary JPEG images. Except for the scenario of low quality pr... |
2204.12169 | Thokozile Manaka Ms | Thokozile Manaka and Terence Van Zyl and Alisha N Wade and Deepak Kar | Using Machine Learning to Fuse Verbal Autopsy Narratives and Binary
Features in the Analysis of Deaths from Hyperglycaemia | 13 pages, 5 figures, Southern African Conference for Artificial
Intelligence Research | null | null | null | cs.LG cs.CL | http://creativecommons.org/licenses/by/4.0/ | Lower-and-middle income countries are faced with challenges arising from a
lack of data on cause of death (COD), which can limit decisions on population
health and disease management. A verbal autopsy(VA) can provide information
about a COD in areas without robust death registration systems. A VA consists
of structur... | [
{
"created": "Tue, 26 Apr 2022 09:14:11 GMT",
"version": "v1"
}
] | 2022-04-27 | [
[
"Manaka",
"Thokozile",
""
],
[
"Van Zyl",
"Terence",
""
],
[
"Wade",
"Alisha N",
""
],
[
"Kar",
"Deepak",
""
]
] | Lower-and-middle income countries are faced with challenges arising from a lack of data on cause of death (COD), which can limit decisions on population health and disease management. A verbal autopsy(VA) can provide information about a COD in areas without robust death registration systems. A VA consists of structured... |
2206.06878 | Justice Darko | Hyoshin Park and Justice Darko and Niharika Deshpande and Venktesh
Pandey and Hui Su and Masahiro Ono and Dedrick Barkely and Larkin Folsom and
Derek Posselt and Steve Chien | Temporal Multimodal Multivariate Learning | 11 pages, 12 figures, SIGKDD Conference on Knowledge Discovery and
Data Mining, | null | 10.1145/3534678.3539159 | null | cs.LG cs.IT math.IT | http://creativecommons.org/licenses/by/4.0/ | We introduce temporal multimodal multivariate learning, a new family of
decision making models that can indirectly learn and transfer online
information from simultaneous observations of a probability distribution with
more than one peak or more than one outcome variable from one time stage to
another. We approximate... | [
{
"created": "Tue, 14 Jun 2022 14:24:47 GMT",
"version": "v1"
}
] | 2022-06-15 | [
[
"Park",
"Hyoshin",
""
],
[
"Darko",
"Justice",
""
],
[
"Deshpande",
"Niharika",
""
],
[
"Pandey",
"Venktesh",
""
],
[
"Su",
"Hui",
""
],
[
"Ono",
"Masahiro",
""
],
[
"Barkely",
"Dedrick",
""
],
[
"F... | We introduce temporal multimodal multivariate learning, a new family of decision making models that can indirectly learn and transfer online information from simultaneous observations of a probability distribution with more than one peak or more than one outcome variable from one time stage to another. We approximate t... |
2405.02719 | Christopher Denniston | Christopher E. Denniston, Bask{\i}n \c{S}enba\c{s}lar, Gaurav S.
Sukhatme | Active Signal Emitter Placement In Complex Environments | Submitted to RA-L | null | null | null | cs.RO | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Placement of electromagnetic signal emitting devices, such as light sources,
has important usage in for signal coverage tasks. Automatic placement of these
devices is challenging because of the complex interaction of the signal and
environment due to reflection, refraction and scattering. In this work, we
iteratively... | [
{
"created": "Sat, 4 May 2024 17:29:18 GMT",
"version": "v1"
}
] | 2024-05-07 | [
[
"Denniston",
"Christopher E.",
""
],
[
"Şenbaşlar",
"Baskın",
""
],
[
"Sukhatme",
"Gaurav S.",
""
]
] | Placement of electromagnetic signal emitting devices, such as light sources, has important usage in for signal coverage tasks. Automatic placement of these devices is challenging because of the complex interaction of the signal and environment due to reflection, refraction and scattering. In this work, we iteratively i... |
1002.1151 | Vishal Goyal | Manju Sharma, Lalit Awasthi | Realistic Approach towards Quantitative Analysis and Simulation of
EEHC-Based Routing for Wireless Sensor Networks | International Journal of Computer Science Issues, IJCSI, Vol. 7,
Issue 1, No. 1, January 2010,
http://ijcsi.org/articles/Realistic-Approach-towards-Quantitative-Analysis-and-Simulation-of-EEHC-Based-Routing-for-Wireless-Sensor-Networks.php | International Journal of Computer Science Issues, IJCSI, Vol. 7,
Issue 1, No. 1, January 2010,
http://ijcsi.org/articles/Realistic-Approach-towards-Quantitative-Analysis-and-Simulation-of-EEHC-Based-Routing-for-Wireless-Sensor-Networks.php | null | null | cs.NI | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | This paper presents the realistic approach towards the quantitative analysis
and simulation of Energy Efficient Hierarchical Cluster (EEHC)-based routing
for wireless sensor networks. Here the efforts have been done to combine
analytical hardware model with the modified EEHC-based routing model. The
dependence of var... | [
{
"created": "Fri, 5 Feb 2010 08:46:03 GMT",
"version": "v1"
}
] | 2010-02-08 | [
[
"Sharma",
"Manju",
""
],
[
"Awasthi",
"Lalit",
""
]
] | This paper presents the realistic approach towards the quantitative analysis and simulation of Energy Efficient Hierarchical Cluster (EEHC)-based routing for wireless sensor networks. Here the efforts have been done to combine analytical hardware model with the modified EEHC-based routing model. The dependence of vario... |
1304.1084 | Yizong Cheng | Yizong Cheng | Context-Dependent Similarity | Appears in Proceedings of the Sixth Conference on Uncertainty in
Artificial Intelligence (UAI1990) | null | null | UAI-P-1990-PG-27-31 | cs.AI | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Attribute weighting and differential weighting, two major mechanisms for
computing context-dependent similarity or dissimilarity measures are studied
and compared. A dissimilarity measure based on subset size in the context is
proposed and its metrization and application are given. It is also shown that
while all att... | [
{
"created": "Wed, 27 Mar 2013 13:54:46 GMT",
"version": "v1"
}
] | 2013-04-05 | [
[
"Cheng",
"Yizong",
""
]
] | Attribute weighting and differential weighting, two major mechanisms for computing context-dependent similarity or dissimilarity measures are studied and compared. A dissimilarity measure based on subset size in the context is proposed and its metrization and application are given. It is also shown that while all attri... |
1806.03218 | Alexey Zaytsev | Nikita Klyuchnikov, Alexey Zaytsev, Arseniy Gruzdev, Georgiy
Ovchinnikov, Ksenia Antipova, Leyla Ismailova, Ekaterina Muravleva, Evgeny
Burnaev, Artyom Semenikhin, Alexey Cherepanov, Vitaliy Koryabkin, Igor Simon,
Alexey Tsurgan, Fedor Krasnov, Dmitry Koroteev | Data-driven model for the identification of the rock type at a drilling
bit | null | null | null | null | cs.LG stat.ML | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Directional oil well drilling requires high precision of the wellbore
positioning inside the productive area. However, due to specifics of
engineering design, sensors that explicitly determine the type of the drilled
rock are located farther than 15m from the drilling bit. As a result, the
target area runaways can be... | [
{
"created": "Fri, 8 Jun 2018 15:28:54 GMT",
"version": "v1"
},
{
"created": "Thu, 13 Sep 2018 15:26:39 GMT",
"version": "v2"
},
{
"created": "Mon, 25 Mar 2019 11:54:38 GMT",
"version": "v3"
}
] | 2019-03-26 | [
[
"Klyuchnikov",
"Nikita",
""
],
[
"Zaytsev",
"Alexey",
""
],
[
"Gruzdev",
"Arseniy",
""
],
[
"Ovchinnikov",
"Georgiy",
""
],
[
"Antipova",
"Ksenia",
""
],
[
"Ismailova",
"Leyla",
""
],
[
"Muravleva",
"Ekaterina"... | Directional oil well drilling requires high precision of the wellbore positioning inside the productive area. However, due to specifics of engineering design, sensors that explicitly determine the type of the drilled rock are located farther than 15m from the drilling bit. As a result, the target area runaways can be d... |
2404.05583 | Yue-Hua Han | Yue-Hua Han, Tai-Ming Huang, Shu-Tzu Lo, Po-Han Huang, Kai-Lung Hua,
Jun-Cheng Chen | Towards More General Video-based Deepfake Detection through Facial
Feature Guided Adaptation for Foundation Model | null | null | null | null | cs.CV | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | With the rise of deep learning, generative models have enabled the creation
of highly realistic synthetic images, presenting challenges due to their
potential misuse. While research in Deepfake detection has grown rapidly in
response, many detection methods struggle with unseen Deepfakes generated by
new synthesis te... | [
{
"created": "Mon, 8 Apr 2024 14:58:52 GMT",
"version": "v1"
},
{
"created": "Wed, 5 Jun 2024 06:29:37 GMT",
"version": "v2"
}
] | 2024-06-06 | [
[
"Han",
"Yue-Hua",
""
],
[
"Huang",
"Tai-Ming",
""
],
[
"Lo",
"Shu-Tzu",
""
],
[
"Huang",
"Po-Han",
""
],
[
"Hua",
"Kai-Lung",
""
],
[
"Chen",
"Jun-Cheng",
""
]
] | With the rise of deep learning, generative models have enabled the creation of highly realistic synthetic images, presenting challenges due to their potential misuse. While research in Deepfake detection has grown rapidly in response, many detection methods struggle with unseen Deepfakes generated by new synthesis tech... |
2206.06440 | Yuliya Lierler | Yuliya Lierler | An Abstract View on Optimizations in Propositional Frameworks | null | null | null | null | cs.AI | http://creativecommons.org/licenses/by/4.0/ | Search-optimization problems are plentiful in scientific and engineering
domains. Artificial intelligence has long contributed to the development of
search algorithms and declarative programming languages geared toward solving
and modeling search-optimization problems. Automated reasoning and knowledge
representation... | [
{
"created": "Mon, 13 Jun 2022 19:44:01 GMT",
"version": "v1"
},
{
"created": "Wed, 1 Mar 2023 16:03:12 GMT",
"version": "v2"
},
{
"created": "Mon, 20 Mar 2023 22:23:20 GMT",
"version": "v3"
}
] | 2023-03-22 | [
[
"Lierler",
"Yuliya",
""
]
] | Search-optimization problems are plentiful in scientific and engineering domains. Artificial intelligence has long contributed to the development of search algorithms and declarative programming languages geared toward solving and modeling search-optimization problems. Automated reasoning and knowledge representation a... |
2404.11025 | Sanggeon Yun | Sanggeon Yun, Ryozo Masukawa, SungHeon Jeong, Mohsen Imani | NeuroHash: A Hyperdimensional Neuro-Symbolic Framework for
Spatially-Aware Image Hashing and Retrieval | null | null | null | null | cs.CV | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Customizable image retrieval from large datasets remains a critical
challenge, particularly when preserving spatial relationships within images.
Traditional hashing methods, primarily based on deep learning, often fail to
capture spatial information adequately and lack transparency. In this paper, we
introduce NeuroH... | [
{
"created": "Wed, 17 Apr 2024 03:01:47 GMT",
"version": "v1"
},
{
"created": "Wed, 15 May 2024 19:07:43 GMT",
"version": "v2"
},
{
"created": "Wed, 22 May 2024 16:59:14 GMT",
"version": "v3"
}
] | 2024-05-24 | [
[
"Yun",
"Sanggeon",
""
],
[
"Masukawa",
"Ryozo",
""
],
[
"Jeong",
"SungHeon",
""
],
[
"Imani",
"Mohsen",
""
]
] | Customizable image retrieval from large datasets remains a critical challenge, particularly when preserving spatial relationships within images. Traditional hashing methods, primarily based on deep learning, often fail to capture spatial information adequately and lack transparency. In this paper, we introduce NeuroHas... |
2101.01710 | Prune Truong | Prune Truong and Martin Danelljan and Luc Van Gool and Radu Timofte | Learning Accurate Dense Correspondences and When to Trust Them | CVPR 2021 ORAL Code: https://github.com/PruneTruong/PDCNet
Website:https://prunetruong.com/research/pdcnet | IEEE/CVF Conference on Computer Vision and Pattern Recognition
2021, CVPR 2021 | null | null | cs.CV | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Establishing dense correspondences between a pair of images is an important
and general problem. However, dense flow estimation is often inaccurate in the
case of large displacements or homogeneous regions. For most applications and
down-stream tasks, such as pose estimation, image manipulation, or 3D
reconstruction,... | [
{
"created": "Tue, 5 Jan 2021 18:54:11 GMT",
"version": "v1"
},
{
"created": "Thu, 1 Apr 2021 16:57:01 GMT",
"version": "v2"
}
] | 2021-04-02 | [
[
"Truong",
"Prune",
""
],
[
"Danelljan",
"Martin",
""
],
[
"Van Gool",
"Luc",
""
],
[
"Timofte",
"Radu",
""
]
] | Establishing dense correspondences between a pair of images is an important and general problem. However, dense flow estimation is often inaccurate in the case of large displacements or homogeneous regions. For most applications and down-stream tasks, such as pose estimation, image manipulation, or 3D reconstruction, i... |
2309.09482 | Gang Cao | Man Lin, Gang Cao, Zijie Lou | Spatio-temporal Co-attention Fusion Network for Video Splicing
Localization | null | null | null | null | cs.CV cs.CR | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Digital video splicing has become easy and ubiquitous. Malicious users copy
some regions of a video and paste them to another video for creating realistic
forgeries. It is significant to blindly detect such forgery regions in videos.
In this paper, a spatio-temporal co-attention fusion network (SCFNet) is
proposed fo... | [
{
"created": "Mon, 18 Sep 2023 04:46:30 GMT",
"version": "v1"
}
] | 2023-09-19 | [
[
"Lin",
"Man",
""
],
[
"Cao",
"Gang",
""
],
[
"Lou",
"Zijie",
""
]
] | Digital video splicing has become easy and ubiquitous. Malicious users copy some regions of a video and paste them to another video for creating realistic forgeries. It is significant to blindly detect such forgery regions in videos. In this paper, a spatio-temporal co-attention fusion network (SCFNet) is proposed for ... |
2302.11264 | Jesse van Rhijn | Bodo Manthey and Jesse van Rhijn | Approximation Ineffectiveness of a Tour-Untangling Heuristic | Accepted for presentation at WAOA 2023 | null | null | null | cs.DS cs.DM math.PR | http://creativecommons.org/licenses/by/4.0/ | We analyze a tour-uncrossing heuristic for the Travelling Salesperson
Problem, showing that its worst-case approximation ratio is $\Omega(n)$ and its
average-case approximation ratio is $\Omega(\sqrt{n})$ in expectation. We
furthermore evaluate the approximation performance of this heuristic
numerically on average-ca... | [
{
"created": "Wed, 22 Feb 2023 10:22:18 GMT",
"version": "v1"
},
{
"created": "Mon, 1 May 2023 15:01:14 GMT",
"version": "v2"
},
{
"created": "Tue, 22 Aug 2023 13:17:18 GMT",
"version": "v3"
}
] | 2023-08-23 | [
[
"Manthey",
"Bodo",
""
],
[
"van Rhijn",
"Jesse",
""
]
] | We analyze a tour-uncrossing heuristic for the Travelling Salesperson Problem, showing that its worst-case approximation ratio is $\Omega(n)$ and its average-case approximation ratio is $\Omega(\sqrt{n})$ in expectation. We furthermore evaluate the approximation performance of this heuristic numerically on average-case... |
2404.02090 | Denis Antipov | Denis Antipov, Benjamin Doerr, Alexandra Ivanova | Already Moderate Population Sizes Provably Yield Strong Robustness to
Noise | Full version of the same-titled paper accepted at GECCO 2024 | GECCO '24: Proceedings of the Genetic and Evolutionary Computation
Conference, 1524-1532, 2024. ACM | 10.1145/3638529.3654196 | null | cs.NE cs.AI | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Experience shows that typical evolutionary algorithms can cope well with
stochastic disturbances such as noisy function evaluations.
In this first mathematical runtime analysis of the $(1+\lambda)$ and
$(1,\lambda)$ evolutionary algorithms in the presence of prior bit-wise noise,
we show that both algorithms can to... | [
{
"created": "Tue, 2 Apr 2024 16:35:52 GMT",
"version": "v1"
},
{
"created": "Mon, 8 Apr 2024 01:07:43 GMT",
"version": "v2"
},
{
"created": "Thu, 2 May 2024 04:44:50 GMT",
"version": "v3"
},
{
"created": "Mon, 13 May 2024 05:01:01 GMT",
"version": "v4"
}
] | 2024-07-17 | [
[
"Antipov",
"Denis",
""
],
[
"Doerr",
"Benjamin",
""
],
[
"Ivanova",
"Alexandra",
""
]
] | Experience shows that typical evolutionary algorithms can cope well with stochastic disturbances such as noisy function evaluations. In this first mathematical runtime analysis of the $(1+\lambda)$ and $(1,\lambda)$ evolutionary algorithms in the presence of prior bit-wise noise, we show that both algorithms can tolera... |
1611.00211 | Haitian Pang | Haitian Pang, Lin Gao, Lifeng Sun | Joint Optimization of Data Sponsoring and Edge Caching for Mobile Video
Delivery | accepted by GLOBECOM 2016 | null | null | null | cs.NI | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | In this work, we study the joint optimization of edge caching and data
sponsoring for a video content provider (CP), aiming at reducing the content
delivery cost and increasing the CP's revenue. Specifically, we formulate the
joint optimization problem as a two-stage decision problem for the CP. In Stage
I, the CP de... | [
{
"created": "Tue, 1 Nov 2016 13:10:06 GMT",
"version": "v1"
}
] | 2016-11-02 | [
[
"Pang",
"Haitian",
""
],
[
"Gao",
"Lin",
""
],
[
"Sun",
"Lifeng",
""
]
] | In this work, we study the joint optimization of edge caching and data sponsoring for a video content provider (CP), aiming at reducing the content delivery cost and increasing the CP's revenue. Specifically, we formulate the joint optimization problem as a two-stage decision problem for the CP. In Stage I, the CP dete... |
2404.03187 | Tianrui Guan | Tianrui Guan, Ruiqi Xian, Xijun Wang, Xiyang Wu, Mohamed Elnoor, Daeun
Song, Dinesh Manocha | AGL-NET: Aerial-Ground Cross-Modal Global Localization with Varying
Scales | null | null | null | null | cs.CV | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | We present AGL-NET, a novel learning-based method for global localization
using LiDAR point clouds and satellite maps. AGL-NET tackles two critical
challenges: bridging the representation gap between image and points modalities
for robust feature matching, and handling inherent scale discrepancies between
global view... | [
{
"created": "Thu, 4 Apr 2024 04:12:30 GMT",
"version": "v1"
}
] | 2024-04-05 | [
[
"Guan",
"Tianrui",
""
],
[
"Xian",
"Ruiqi",
""
],
[
"Wang",
"Xijun",
""
],
[
"Wu",
"Xiyang",
""
],
[
"Elnoor",
"Mohamed",
""
],
[
"Song",
"Daeun",
""
],
[
"Manocha",
"Dinesh",
""
]
] | We present AGL-NET, a novel learning-based method for global localization using LiDAR point clouds and satellite maps. AGL-NET tackles two critical challenges: bridging the representation gap between image and points modalities for robust feature matching, and handling inherent scale discrepancies between global view a... |
2404.07956 | Huan Zhang | Lujie Yang, Hongkai Dai, Zhouxing Shi, Cho-Jui Hsieh, Russ Tedrake,
Huan Zhang | Lyapunov-stable Neural Control for State and Output Feedback: A Novel
Formulation | Paper accepted by ICML 2024 | null | null | null | cs.LG cs.AI cs.RO cs.SY eess.SY math.OC | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Learning-based neural network (NN) control policies have shown impressive
empirical performance in a wide range of tasks in robotics and control.
However, formal (Lyapunov) stability guarantees over the region-of-attraction
(ROA) for NN controllers with nonlinear dynamical systems are challenging to
obtain, and most ... | [
{
"created": "Thu, 11 Apr 2024 17:49:15 GMT",
"version": "v1"
},
{
"created": "Wed, 5 Jun 2024 00:30:57 GMT",
"version": "v2"
}
] | 2024-06-06 | [
[
"Yang",
"Lujie",
""
],
[
"Dai",
"Hongkai",
""
],
[
"Shi",
"Zhouxing",
""
],
[
"Hsieh",
"Cho-Jui",
""
],
[
"Tedrake",
"Russ",
""
],
[
"Zhang",
"Huan",
""
]
] | Learning-based neural network (NN) control policies have shown impressive empirical performance in a wide range of tasks in robotics and control. However, formal (Lyapunov) stability guarantees over the region-of-attraction (ROA) for NN controllers with nonlinear dynamical systems are challenging to obtain, and most ex... |
2010.12537 | Haoyu Dong | Zhiruo Wang, Haoyu Dong, Ran Jia, Jia Li, Zhiyi Fu, Shi Han, Dongmei
Zhang | TUTA: Tree-based Transformers for Generally Structured Table
Pre-training | KDD'21 | null | 10.1145/3447548.3467434 | null | cs.IR cs.AI cs.DB | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Tables are widely used with various structures to organize and present data.
Recent attempts on table understanding mainly focus on relational tables, yet
overlook to other common table structures. In this paper, we propose TUTA, a
unified pre-training architecture for understanding generally structured
tables. Notic... | [
{
"created": "Wed, 21 Oct 2020 13:22:31 GMT",
"version": "v1"
},
{
"created": "Fri, 6 Nov 2020 06:56:14 GMT",
"version": "v2"
},
{
"created": "Wed, 16 Jun 2021 13:20:11 GMT",
"version": "v3"
},
{
"created": "Tue, 20 Jul 2021 01:18:05 GMT",
"version": "v4"
}
] | 2021-07-21 | [
[
"Wang",
"Zhiruo",
""
],
[
"Dong",
"Haoyu",
""
],
[
"Jia",
"Ran",
""
],
[
"Li",
"Jia",
""
],
[
"Fu",
"Zhiyi",
""
],
[
"Han",
"Shi",
""
],
[
"Zhang",
"Dongmei",
""
]
] | Tables are widely used with various structures to organize and present data. Recent attempts on table understanding mainly focus on relational tables, yet overlook to other common table structures. In this paper, we propose TUTA, a unified pre-training architecture for understanding generally structured tables. Noticin... |
1910.01191 | Yu Liang | Dakila Ledesma, Yu Liang, and Dalei Wu | Adaptive Generation of Phantom Limbs Using Visible Hierarchical
Autoencoders | arXiv admin note: text overlap with arXiv:1612.06336 by other authors | null | null | null | cs.HC cs.LG | http://creativecommons.org/licenses/by/4.0/ | This paper proposed a hierarchical visible autoencoder in the adaptive
phantom limbs generation according to the kinetic behavior of functional
body-parts, which are measured by heterogeneous kinetic sensors. The proposed
visible hierarchical autoencoder consists of interpretable and multi-correlated
autoencoder pipe... | [
{
"created": "Wed, 2 Oct 2019 19:54:19 GMT",
"version": "v1"
}
] | 2019-10-07 | [
[
"Ledesma",
"Dakila",
""
],
[
"Liang",
"Yu",
""
],
[
"Wu",
"Dalei",
""
]
] | This paper proposed a hierarchical visible autoencoder in the adaptive phantom limbs generation according to the kinetic behavior of functional body-parts, which are measured by heterogeneous kinetic sensors. The proposed visible hierarchical autoencoder consists of interpretable and multi-correlated autoencoder pipeli... |
2101.02074 | Tobias Kronauer | Tobias Kronauer, Joshwa Pohlmann, Maximilian Matthe, Till Smejkal,
Gerhard Fettweis | Latency Analysis of ROS2 Multi-Node Systems | null | null | null | null | cs.RO cs.DC cs.MA cs.PF cs.SE | http://creativecommons.org/licenses/by-sa/4.0/ | The Robot Operating System 2 (ROS2) targets distributed real-time systems and
is widely used in the robotics community. Especially in these systems, latency
in data processing and communication can lead to instabilities. Though being
highly configurable with respect to latency, ROS2 is often used with its
default set... | [
{
"created": "Wed, 6 Jan 2021 14:50:09 GMT",
"version": "v1"
},
{
"created": "Tue, 12 Jan 2021 09:15:21 GMT",
"version": "v2"
},
{
"created": "Fri, 11 Jun 2021 06:10:04 GMT",
"version": "v3"
}
] | 2021-06-14 | [
[
"Kronauer",
"Tobias",
""
],
[
"Pohlmann",
"Joshwa",
""
],
[
"Matthe",
"Maximilian",
""
],
[
"Smejkal",
"Till",
""
],
[
"Fettweis",
"Gerhard",
""
]
] | The Robot Operating System 2 (ROS2) targets distributed real-time systems and is widely used in the robotics community. Especially in these systems, latency in data processing and communication can lead to instabilities. Though being highly configurable with respect to latency, ROS2 is often used with its default setti... |
2405.08015 | Ashutosh Kumar | Ashutosh Kumar and Sonali Agarwal, D Jude Hemanth | A Methodology-Oriented Study of Catastrophic Forgetting in Incremental
Deep Neural Networks | null | null | null | null | cs.LG cs.AI | http://creativecommons.org/licenses/by/4.0/ | Human being and different species of animals having the skills to gather,
transferring knowledge, processing, fine-tune and generating information
throughout their lifetime. The ability of learning throughout their lifespan is
referred as continuous learning which is using neurocognition mechanism.
Consequently, in r... | [
{
"created": "Sat, 11 May 2024 05:10:07 GMT",
"version": "v1"
}
] | 2024-05-15 | [
[
"Kumar",
"Ashutosh",
""
],
[
"Agarwal",
"Sonali",
""
],
[
"Hemanth",
"D Jude",
""
]
] | Human being and different species of animals having the skills to gather, transferring knowledge, processing, fine-tune and generating information throughout their lifetime. The ability of learning throughout their lifespan is referred as continuous learning which is using neurocognition mechanism. Consequently, in rea... |
2204.11257 | Ning Ding | Ning Ding, Yixing Xu, Yehui Tang, Chao Xu, Yunhe Wang, Dacheng Tao | Source-Free Domain Adaptation via Distribution Estimation | null | CVPR2022 | null | null | cs.CV | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Domain Adaptation aims to transfer the knowledge learned from a labeled
source domain to an unlabeled target domain whose data distributions are
different. However, the training data in source domain required by most of the
existing methods is usually unavailable in real-world applications due to
privacy preserving p... | [
{
"created": "Sun, 24 Apr 2022 12:22:19 GMT",
"version": "v1"
}
] | 2023-06-02 | [
[
"Ding",
"Ning",
""
],
[
"Xu",
"Yixing",
""
],
[
"Tang",
"Yehui",
""
],
[
"Xu",
"Chao",
""
],
[
"Wang",
"Yunhe",
""
],
[
"Tao",
"Dacheng",
""
]
] | Domain Adaptation aims to transfer the knowledge learned from a labeled source domain to an unlabeled target domain whose data distributions are different. However, the training data in source domain required by most of the existing methods is usually unavailable in real-world applications due to privacy preserving pol... |
2109.02409 | Sai Anurudh Reddy Peduri | Anurudh Peduri and Siddharth Bhat | QSSA: An SSA-based IR for Quantum Computing | 20 pages, 16 figures | null | 10.1145/3497776.3517772 | null | cs.PL | http://creativecommons.org/licenses/by/4.0/ | Quantum computing hardware has progressed rapidly. Simultaneously, there has
been a proliferation of programming languages and program optimization tools
for quantum computing. Existing quantum compilers use intermediate
representations (IRs) where quantum programs are described as circuits. Such
IRs fail to leverage... | [
{
"created": "Mon, 6 Sep 2021 12:45:02 GMT",
"version": "v1"
}
] | 2022-03-28 | [
[
"Peduri",
"Anurudh",
""
],
[
"Bhat",
"Siddharth",
""
]
] | Quantum computing hardware has progressed rapidly. Simultaneously, there has been a proliferation of programming languages and program optimization tools for quantum computing. Existing quantum compilers use intermediate representations (IRs) where quantum programs are described as circuits. Such IRs fail to leverage e... |
2303.09252 | Jiayi Lin | Jiayi Lin, Shaogang Gong | GridCLIP: One-Stage Object Detection by Grid-Level CLIP Representation
Learning | null | null | null | null | cs.CV | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | A vision-language foundation model pretrained on very large-scale image-text
paired data has the potential to provide generalizable knowledge representation
for downstream visual recognition and detection tasks, especially on
supplementing the undersampled categories in downstream model training. Recent
studies utili... | [
{
"created": "Thu, 16 Mar 2023 12:06:02 GMT",
"version": "v1"
}
] | 2023-03-17 | [
[
"Lin",
"Jiayi",
""
],
[
"Gong",
"Shaogang",
""
]
] | A vision-language foundation model pretrained on very large-scale image-text paired data has the potential to provide generalizable knowledge representation for downstream visual recognition and detection tasks, especially on supplementing the undersampled categories in downstream model training. Recent studies utilizi... |
1908.06022 | Bo Zhang | Xiangxiang Chu, Bo Zhang, Qingyuan Li, Ruijun Xu, Xudong Li | SCARLET-NAS: Bridging the Gap between Stability and Scalability in
Weight-sharing Neural Architecture Search | ICCV Workshop 2021 | null | null | null | cs.LG cs.CV stat.ML | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | To discover powerful yet compact models is an important goal of neural
architecture search. Previous two-stage one-shot approaches are limited by
search space with a fixed depth. It seems handy to include an additional skip
connection in the search space to make depths variable. However, it creates a
large range of p... | [
{
"created": "Fri, 16 Aug 2019 15:31:08 GMT",
"version": "v1"
},
{
"created": "Mon, 19 Aug 2019 10:42:54 GMT",
"version": "v2"
},
{
"created": "Fri, 13 Sep 2019 14:57:13 GMT",
"version": "v3"
},
{
"created": "Thu, 28 Nov 2019 09:04:13 GMT",
"version": "v4"
},
{
"c... | 2021-08-17 | [
[
"Chu",
"Xiangxiang",
""
],
[
"Zhang",
"Bo",
""
],
[
"Li",
"Qingyuan",
""
],
[
"Xu",
"Ruijun",
""
],
[
"Li",
"Xudong",
""
]
] | To discover powerful yet compact models is an important goal of neural architecture search. Previous two-stage one-shot approaches are limited by search space with a fixed depth. It seems handy to include an additional skip connection in the search space to make depths variable. However, it creates a large range of per... |
1803.00712 | Phuong Le-Hong | Phuong Le-Hong, Duc-Thien Bui | A Factoid Question Answering System for Vietnamese | In the proceedings of the HQA'18 workshop, The Web Conference
Companion, Lyon, France | null | 10.1145/3184558.3191535 | null | cs.CL | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | In this paper, we describe the development of an end-to-end factoid question
answering system for the Vietnamese language. This system combines both
statistical models and ontology-based methods in a chain of processing modules
to provide high-quality mappings from natural language text to entities. We
present the ch... | [
{
"created": "Fri, 2 Mar 2018 04:10:24 GMT",
"version": "v1"
},
{
"created": "Tue, 13 Mar 2018 03:32:39 GMT",
"version": "v2"
},
{
"created": "Wed, 28 Mar 2018 09:28:56 GMT",
"version": "v3"
}
] | 2018-03-29 | [
[
"Le-Hong",
"Phuong",
""
],
[
"Bui",
"Duc-Thien",
""
]
] | In this paper, we describe the development of an end-to-end factoid question answering system for the Vietnamese language. This system combines both statistical models and ontology-based methods in a chain of processing modules to provide high-quality mappings from natural language text to entities. We present the chal... |
2204.07431 | Ana Kostovska | Ana Kostovska and Diederick Vermetten and Sa\v{s}o D\v{z}eroski and
Carola Doerr and Peter Koro\v{s}ec and Tome Eftimov | The Importance of Landscape Features for Performance Prediction of
Modular CMA-ES Variants | null | null | null | null | cs.NE cs.LG | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Selecting the most suitable algorithm and determining its hyperparameters for
a given optimization problem is a challenging task. Accurately predicting how
well a certain algorithm could solve the problem is hence desirable. Recent
studies in single-objective numerical optimization show that supervised machine
learni... | [
{
"created": "Fri, 15 Apr 2022 11:55:28 GMT",
"version": "v1"
}
] | 2022-04-18 | [
[
"Kostovska",
"Ana",
""
],
[
"Vermetten",
"Diederick",
""
],
[
"Džeroski",
"Sašo",
""
],
[
"Doerr",
"Carola",
""
],
[
"Korošec",
"Peter",
""
],
[
"Eftimov",
"Tome",
""
]
] | Selecting the most suitable algorithm and determining its hyperparameters for a given optimization problem is a challenging task. Accurately predicting how well a certain algorithm could solve the problem is hence desirable. Recent studies in single-objective numerical optimization show that supervised machine learning... |
1208.2409 | Nadeem Javaid | M. M. Yaqoob, I. Israr, N. Javaid, M. A. Khan, U. Qasim, Z. A. Khan | Transmission Delay of Multi-hop Heterogeneous Networks for Medical
Applications | BioSPAN with 7th IEEE International Conference on Broadband and
Wireless Computing, Communication and Applications (BWCCA 2012), Victoria,
Canada, 2012 | null | 10.1109/BWCCA.2012.76 | null | cs.NI | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Nowadays, with increase in ageing population, Health care market keeps
growing. There is a need for monitoring of Health issues. Body Area Network
consists of wireless sensors attached on or inside human body for monitoring
vital Health related problems e.g, Electro Cardiogram (ECG),
ElectroEncephalogram (EEG), Elect... | [
{
"created": "Sun, 12 Aug 2012 07:25:43 GMT",
"version": "v1"
}
] | 2016-11-15 | [
[
"Yaqoob",
"M. M.",
""
],
[
"Israr",
"I.",
""
],
[
"Javaid",
"N.",
""
],
[
"Khan",
"M. A.",
""
],
[
"Qasim",
"U.",
""
],
[
"Khan",
"Z. A.",
""
]
] | Nowadays, with increase in ageing population, Health care market keeps growing. There is a need for monitoring of Health issues. Body Area Network consists of wireless sensors attached on or inside human body for monitoring vital Health related problems e.g, Electro Cardiogram (ECG), ElectroEncephalogram (EEG), Electro... |
1906.01282 | Fengshun Xiao | Fengshun Xiao, Jiangtong Li, Hai Zhao, Rui Wang, Kehai Chen | Lattice-Based Transformer Encoder for Neural Machine Translation | Accepted by ACL 2019 | null | null | null | cs.CL | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Neural machine translation (NMT) takes deterministic sequences for source
representations. However, either word-level or subword-level segmentations have
multiple choices to split a source sequence with different word segmentors or
different subword vocabulary sizes. We hypothesize that the diversity in
segmentations... | [
{
"created": "Tue, 4 Jun 2019 08:58:14 GMT",
"version": "v1"
}
] | 2019-06-05 | [
[
"Xiao",
"Fengshun",
""
],
[
"Li",
"Jiangtong",
""
],
[
"Zhao",
"Hai",
""
],
[
"Wang",
"Rui",
""
],
[
"Chen",
"Kehai",
""
]
] | Neural machine translation (NMT) takes deterministic sequences for source representations. However, either word-level or subword-level segmentations have multiple choices to split a source sequence with different word segmentors or different subword vocabulary sizes. We hypothesize that the diversity in segmentations m... |
1602.03924 | Peter Krafft | Peter M. Krafft and Chris L. Baker and Alex Pentland and Joshua B.
Tenenbaum | Modeling Human Ad Hoc Coordination | AAAI 2016 | null | null | null | cs.AI cs.GT cs.MA | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Whether in groups of humans or groups of computer agents, collaboration is
most effective between individuals who have the ability to coordinate on a
joint strategy for collective action. However, in general a rational actor will
only intend to coordinate if that actor believes the other group members have
the same i... | [
{
"created": "Thu, 11 Feb 2016 22:48:59 GMT",
"version": "v1"
}
] | 2016-02-15 | [
[
"Krafft",
"Peter M.",
""
],
[
"Baker",
"Chris L.",
""
],
[
"Pentland",
"Alex",
""
],
[
"Tenenbaum",
"Joshua B.",
""
]
] | Whether in groups of humans or groups of computer agents, collaboration is most effective between individuals who have the ability to coordinate on a joint strategy for collective action. However, in general a rational actor will only intend to coordinate if that actor believes the other group members have the same int... |
2312.15949 | Jae Yong Lee | Jae Yong Lee, Sung Woong Cho, Hyung Ju Hwang | HyperDeepONet: learning operator with complex target function space
using the limited resources via hypernetwork | 26 pages, 13 figures. Published as a conference paper at Eleventh
International Conference on Learning Representations (ICLR 2023) | null | null | null | cs.LG cs.NA math.NA | http://creativecommons.org/licenses/by/4.0/ | Fast and accurate predictions for complex physical dynamics are a significant
challenge across various applications. Real-time prediction on
resource-constrained hardware is even more crucial in real-world problems. The
deep operator network (DeepONet) has recently been proposed as a framework for
learning nonlinear ... | [
{
"created": "Tue, 26 Dec 2023 08:28:46 GMT",
"version": "v1"
}
] | 2023-12-27 | [
[
"Lee",
"Jae Yong",
""
],
[
"Cho",
"Sung Woong",
""
],
[
"Hwang",
"Hyung Ju",
""
]
] | Fast and accurate predictions for complex physical dynamics are a significant challenge across various applications. Real-time prediction on resource-constrained hardware is even more crucial in real-world problems. The deep operator network (DeepONet) has recently been proposed as a framework for learning nonlinear ma... |
2405.04133 | Peisong He | Peisong He, Leyao Zhu, Jiaxing Li, Shiqi Wang and Haoliang Li | Exposing AI-generated Videos: A Benchmark Dataset and a Local-and-Global
Temporal Defect Based Detection Method | null | null | null | null | cs.CV | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | The generative model has made significant advancements in the creation of
realistic videos, which causes security issues. However, this emerging risk has
not been adequately addressed due to the absence of a benchmark dataset for
AI-generated videos. In this paper, we first construct a video dataset using
advanced di... | [
{
"created": "Tue, 7 May 2024 09:00:09 GMT",
"version": "v1"
}
] | 2024-05-08 | [
[
"He",
"Peisong",
""
],
[
"Zhu",
"Leyao",
""
],
[
"Li",
"Jiaxing",
""
],
[
"Wang",
"Shiqi",
""
],
[
"Li",
"Haoliang",
""
]
] | The generative model has made significant advancements in the creation of realistic videos, which causes security issues. However, this emerging risk has not been adequately addressed due to the absence of a benchmark dataset for AI-generated videos. In this paper, we first construct a video dataset using advanced diff... |
2007.01954 | Esam Alkaldy Dr. | Ali H. Majeed, Esam Alkaldy, Mohd S. Zainal, and Danial MD. Nor | Novel Memory Structures in QCA Nano Technology | null | The 3rd Scientific Conference of Electrical and Electronic
Engineering Researches (SCEEER) | (15-16) JUNE 2020 | BASRAH / IRAQ | 10.37917/ijeee.sceeer.3rd.17 | null | cs.ET cond-mat.other | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Quantum-dot Cellular Automata (QCA) is a new emerging technology for
designing electronic circuits in nanoscale. QCA technology comes to overcome
the CMOS limitation and to be a good alternative as it can work in
ultra-high-speed. QCA brought researchers attention due to many features such
as low power consumption, s... | [
{
"created": "Fri, 3 Jul 2020 22:21:59 GMT",
"version": "v1"
}
] | 2020-07-07 | [
[
"Majeed",
"Ali H.",
""
],
[
"Alkaldy",
"Esam",
""
],
[
"Zainal",
"Mohd S.",
""
],
[
"Nor",
"Danial MD.",
""
]
] | Quantum-dot Cellular Automata (QCA) is a new emerging technology for designing electronic circuits in nanoscale. QCA technology comes to overcome the CMOS limitation and to be a good alternative as it can work in ultra-high-speed. QCA brought researchers attention due to many features such as low power consumption, sma... |
2310.03137 | Edward Guo | Eddie Guo, Christopher Perlette, Mojtaba Sharifi, Lukas Grasse,
Matthew Tata, Vivian K. Mushahwar, Mahdi Tavakoli | Speech-Based Human-Exoskeleton Interaction for Lower Limb Motion
Planning | 13 pages, 8 figures, 2 tables | null | null | null | cs.RO cs.HC | http://creativecommons.org/licenses/by/4.0/ | This study presents a speech-based motion planning strategy (SBMP) developed
for lower limb exoskeletons to facilitate safe and compliant human-robot
interaction. A speech processing system, finite state machine, and central
pattern generator are the building blocks of the proposed strategy for online
planning of the... | [
{
"created": "Wed, 4 Oct 2023 19:57:52 GMT",
"version": "v1"
}
] | 2023-10-06 | [
[
"Guo",
"Eddie",
""
],
[
"Perlette",
"Christopher",
""
],
[
"Sharifi",
"Mojtaba",
""
],
[
"Grasse",
"Lukas",
""
],
[
"Tata",
"Matthew",
""
],
[
"Mushahwar",
"Vivian K.",
""
],
[
"Tavakoli",
"Mahdi",
""
]
] | This study presents a speech-based motion planning strategy (SBMP) developed for lower limb exoskeletons to facilitate safe and compliant human-robot interaction. A speech processing system, finite state machine, and central pattern generator are the building blocks of the proposed strategy for online planning of the e... |
1311.2355 | Mika G\"o\"os | Mika G\"o\"os and Toniann Pitassi | Communication Lower Bounds via Critical Block Sensitivity | 33 pages, 6 figures | null | null | null | cs.CC | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | We use critical block sensitivity, a new complexity measure introduced by
Huynh and Nordstr\"om (STOC 2012), to study the communication complexity of
search problems. To begin, we give a simple new proof of the following central
result of Huynh and Nordstr\"om: if $S$ is a search problem with critical block
sensitivi... | [
{
"created": "Mon, 11 Nov 2013 05:19:30 GMT",
"version": "v1"
},
{
"created": "Mon, 11 Jul 2016 10:39:16 GMT",
"version": "v2"
}
] | 2016-07-12 | [
[
"Göös",
"Mika",
""
],
[
"Pitassi",
"Toniann",
""
]
] | We use critical block sensitivity, a new complexity measure introduced by Huynh and Nordstr\"om (STOC 2012), to study the communication complexity of search problems. To begin, we give a simple new proof of the following central result of Huynh and Nordstr\"om: if $S$ is a search problem with critical block sensitivity... |
2203.13921 | Bingqian Lu | Bingqian Lu, Zheyu Yan, Yiyu Shi, Shaolei Ren | A Semi-Decoupled Approach to Fast and Optimal Hardware-Software
Co-Design of Neural Accelerators | Accepted by and presented at the TinyML Research Symposium 2022 | null | null | null | cs.AR cs.AI | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | In view of the performance limitations of fully-decoupled designs for neural
architectures and accelerators, hardware-software co-design has been emerging
to fully reap the benefits of flexible design spaces and optimize neural
network performance. Nonetheless, such co-design also enlarges the total search
space to p... | [
{
"created": "Fri, 25 Mar 2022 21:49:42 GMT",
"version": "v1"
}
] | 2022-03-29 | [
[
"Lu",
"Bingqian",
""
],
[
"Yan",
"Zheyu",
""
],
[
"Shi",
"Yiyu",
""
],
[
"Ren",
"Shaolei",
""
]
] | In view of the performance limitations of fully-decoupled designs for neural architectures and accelerators, hardware-software co-design has been emerging to fully reap the benefits of flexible design spaces and optimize neural network performance. Nonetheless, such co-design also enlarges the total search space to pra... |
1603.01597 | Jeroen De Gussem | Mike Kestemont, Jeroen De Gussem | Integrated Sequence Tagging for Medieval Latin Using Deep Representation
Learning | null | Journal of Data Mining & Digital Humanities, Special Issue on
Computer-Aided Processing of Intertextuality in Ancient Languages, Towards a
Digital Ecosystem: NLP. Corpus infrastructure. Methods for Retrieving Texts
and Computing Text Similarities (August 6, 2017) jdmdh:1398 | 10.46298/jdmdh.1398 | null | cs.CL cs.LG stat.ML | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | In this paper we consider two sequence tagging tasks for medieval Latin:
part-of-speech tagging and lemmatization. These are both basic, yet
foundational preprocessing steps in applications such as text re-use detection.
Nevertheless, they are generally complicated by the considerable orthographic
variation which is ... | [
{
"created": "Fri, 4 Mar 2016 20:13:56 GMT",
"version": "v1"
},
{
"created": "Thu, 3 Aug 2017 08:18:10 GMT",
"version": "v2"
}
] | 2023-06-22 | [
[
"Kestemont",
"Mike",
""
],
[
"De Gussem",
"Jeroen",
""
]
] | In this paper we consider two sequence tagging tasks for medieval Latin: part-of-speech tagging and lemmatization. These are both basic, yet foundational preprocessing steps in applications such as text re-use detection. Nevertheless, they are generally complicated by the considerable orthographic variation which is ty... |
1903.03760 | Hsu-Chun Hsiao | Kai-Hsiang Hsu, Yu-Hsi Chiang, Hsu-Chun Hsiao | SAFECHAIN: Securing Trigger-Action Programming from Attack Chains
(Extended Technical Report) | This is the extended technical report of the 16-page version on IEEE
TIFS. Manuscript received April 27, 2018; accepted February 9, 2019 | null | 10.1109/TIFS.2019.2899758 | null | cs.CR | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | The proliferation of Internet of Things (IoT) is reshaping our lifestyle.
With IoT sensors and devices communicating with each other via the Internet,
people can customize automation rules to meet their needs. Unless carefully
defined, however, such rules can easily become points of security failure as
the number of ... | [
{
"created": "Sat, 9 Mar 2019 08:18:34 GMT",
"version": "v1"
}
] | 2019-03-12 | [
[
"Hsu",
"Kai-Hsiang",
""
],
[
"Chiang",
"Yu-Hsi",
""
],
[
"Hsiao",
"Hsu-Chun",
""
]
] | The proliferation of Internet of Things (IoT) is reshaping our lifestyle. With IoT sensors and devices communicating with each other via the Internet, people can customize automation rules to meet their needs. Unless carefully defined, however, such rules can easily become points of security failure as the number of de... |
2302.13485 | Jindong Wang | Wang Lu, Xixu Hu, Jindong Wang, Xing Xie | FedCLIP: Fast Generalization and Personalization for CLIP in Federated
Learning | Accepted by IEEE Data Engineering Bulletin; code is at:
https://github.com/microsoft/PersonalizedFL | null | null | null | cs.LG cs.AI | http://creativecommons.org/licenses/by/4.0/ | Federated learning (FL) has emerged as a new paradigm for privacy-preserving
computation in recent years. Unfortunately, FL faces two critical challenges
that hinder its actual performance: data distribution heterogeneity and high
resource costs brought by large foundation models. Specifically, the non-IID
data in di... | [
{
"created": "Mon, 27 Feb 2023 02:49:06 GMT",
"version": "v1"
},
{
"created": "Sun, 9 Jul 2023 12:36:50 GMT",
"version": "v2"
}
] | 2023-07-11 | [
[
"Lu",
"Wang",
""
],
[
"Hu",
"Xixu",
""
],
[
"Wang",
"Jindong",
""
],
[
"Xie",
"Xing",
""
]
] | Federated learning (FL) has emerged as a new paradigm for privacy-preserving computation in recent years. Unfortunately, FL faces two critical challenges that hinder its actual performance: data distribution heterogeneity and high resource costs brought by large foundation models. Specifically, the non-IID data in diff... |
2107.04764 | Mohamed Nassar | Sara Hajj Ibrahim and Mohamed Nassar | Hack The Box: Fooling Deep Learning Abstraction-Based Monitors | null | null | null | null | cs.LG cs.AI cs.CR | http://creativecommons.org/licenses/by/4.0/ | Deep learning is a type of machine learning that adapts a deep hierarchy of
concepts. Deep learning classifiers link the most basic version of concepts at
the input layer to the most abstract version of concepts at the output layer,
also known as a class or label. However, once trained over a finite set of
classes, s... | [
{
"created": "Sat, 10 Jul 2021 05:06:04 GMT",
"version": "v1"
},
{
"created": "Tue, 13 Jul 2021 05:19:11 GMT",
"version": "v2"
},
{
"created": "Sun, 18 Jul 2021 20:50:55 GMT",
"version": "v3"
}
] | 2021-07-20 | [
[
"Ibrahim",
"Sara Hajj",
""
],
[
"Nassar",
"Mohamed",
""
]
] | Deep learning is a type of machine learning that adapts a deep hierarchy of concepts. Deep learning classifiers link the most basic version of concepts at the input layer to the most abstract version of concepts at the output layer, also known as a class or label. However, once trained over a finite set of classes, som... |
2312.13701 | Canze Zhu | Canze Zhu, Qunying Liao and Haibo Liu | Infinite families $2$-designs from binary projective three-weight codes | null | null | null | null | cs.IT math.IT | http://creativecommons.org/licenses/by-sa/4.0/ | Combinatorial designs are closely related to linear codes. In recent year,
there are a lot of $t$-designs constructed from certain linear codes. In this
paper, we aim to construct $2$-designs from binary three-weight codes. For any
binary three-weight code $\mathcal{C}$ with length $n$, let
$A_{n}(\mathcal{C})$ be th... | [
{
"created": "Thu, 21 Dec 2023 10:09:02 GMT",
"version": "v1"
}
] | 2023-12-22 | [
[
"Zhu",
"Canze",
""
],
[
"Liao",
"Qunying",
""
],
[
"Liu",
"Haibo",
""
]
] | Combinatorial designs are closely related to linear codes. In recent year, there are a lot of $t$-designs constructed from certain linear codes. In this paper, we aim to construct $2$-designs from binary three-weight codes. For any binary three-weight code $\mathcal{C}$ with length $n$, let $A_{n}(\mathcal{C})$ be the ... |
1903.09722 | Michael Auli | Sergey Edunov, Alexei Baevski, Michael Auli | Pre-trained Language Model Representations for Language Generation | NAACL 2019 | null | null | null | cs.CL | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Pre-trained language model representations have been successful in a wide
range of language understanding tasks. In this paper, we examine different
strategies to integrate pre-trained representations into sequence to sequence
models and apply it to neural machine translation and abstractive
summarization. We find th... | [
{
"created": "Fri, 22 Mar 2019 22:14:51 GMT",
"version": "v1"
},
{
"created": "Mon, 1 Apr 2019 17:49:39 GMT",
"version": "v2"
}
] | 2019-04-02 | [
[
"Edunov",
"Sergey",
""
],
[
"Baevski",
"Alexei",
""
],
[
"Auli",
"Michael",
""
]
] | Pre-trained language model representations have been successful in a wide range of language understanding tasks. In this paper, we examine different strategies to integrate pre-trained representations into sequence to sequence models and apply it to neural machine translation and abstractive summarization. We find that... |
2012.04353 | Shashi Kant Gupta | Shashi Kant Gupta | Reinforcement Based Learning on Classification Task Could Yield Better
Generalization and Adversarial Accuracy | 10 pages (5 main, 1 ref, 4 supplementary); Accepted at 2nd Workshop
on Shared Visual Representations in Human and Machine Intelligence (SVRHM),
NeurIPS 2020 | null | null | null | cs.LG cs.CV cs.NE | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Deep Learning has become interestingly popular in computer vision, mostly
attaining near or above human-level performance in various vision tasks. But
recent work has also demonstrated that these deep neural networks are very
vulnerable to adversarial examples (adversarial examples - inputs to a model
which are natur... | [
{
"created": "Tue, 8 Dec 2020 11:03:17 GMT",
"version": "v1"
}
] | 2020-12-09 | [
[
"Gupta",
"Shashi Kant",
""
]
] | Deep Learning has become interestingly popular in computer vision, mostly attaining near or above human-level performance in various vision tasks. But recent work has also demonstrated that these deep neural networks are very vulnerable to adversarial examples (adversarial examples - inputs to a model which are natural... |
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