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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1612.02904 | Davoud Mougouei | Davoud Mougouei and David Powers | GOTM: a Goal-Oriented Framework for Capturing Uncertainty of Medical
Treatments | Idea Paper | null | null | null | cs.AI | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | It has been widely recognized that uncertainty is an inevitable aspect of
diagnosis and treatment of medical disorders. Such uncertainties hence, need to
be considered in computerized medical models. The existing medical modeling
techniques however, have mainly focused on capturing uncertainty associated
with diagnos... | [
{
"created": "Fri, 9 Dec 2016 04:02:34 GMT",
"version": "v1"
},
{
"created": "Thu, 22 Oct 2020 05:51:20 GMT",
"version": "v2"
}
] | 2020-10-23 | [
[
"Mougouei",
"Davoud",
""
],
[
"Powers",
"David",
""
]
] | It has been widely recognized that uncertainty is an inevitable aspect of diagnosis and treatment of medical disorders. Such uncertainties hence, need to be considered in computerized medical models. The existing medical modeling techniques however, have mainly focused on capturing uncertainty associated with diagnosis... |
1902.06179 | Alan Kuhnle | Alan Kuhnle | Interlaced Greedy Algorithm for Maximization of Submodular Functions in
Nearly Linear Time | 16 pages, 8 figures | null | null | null | cs.DS | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | A deterministic approximation algorithm is presented for the maximization of
non-monotone submodular functions over a ground set of size $n$ subject to
cardinality constraint $k$; the algorithm is based upon the idea of interlacing
two greedy procedures. The algorithm uses interlaced, thresholded greedy
procedures to... | [
{
"created": "Sun, 17 Feb 2019 00:51:55 GMT",
"version": "v1"
},
{
"created": "Wed, 5 Jun 2019 21:00:59 GMT",
"version": "v2"
},
{
"created": "Thu, 24 Oct 2019 19:28:40 GMT",
"version": "v3"
}
] | 2019-10-28 | [
[
"Kuhnle",
"Alan",
""
]
] | A deterministic approximation algorithm is presented for the maximization of non-monotone submodular functions over a ground set of size $n$ subject to cardinality constraint $k$; the algorithm is based upon the idea of interlacing two greedy procedures. The algorithm uses interlaced, thresholded greedy procedures to o... |
1801.10119 | Linbo Qiao | Linbo Qiao, Wei Liu, Steven Hoi | An Incremental Path-Following Splitting Method for Linearly Constrained
Nonconvex Nonsmooth Programs | There is an error in Theorem 9 | null | null | null | cs.LG math.OC | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | The stationary point of Problem 2 is NOT the stationary point of Problem 1.
We are sorry and we are working on fixing this error.
| [
{
"created": "Tue, 30 Jan 2018 18:07:01 GMT",
"version": "v1"
},
{
"created": "Thu, 1 Feb 2018 08:29:20 GMT",
"version": "v2"
},
{
"created": "Fri, 2 Feb 2018 06:20:25 GMT",
"version": "v3"
},
{
"created": "Wed, 11 Apr 2018 13:44:16 GMT",
"version": "v4"
},
{
"cre... | 2018-08-07 | [
[
"Qiao",
"Linbo",
""
],
[
"Liu",
"Wei",
""
],
[
"Hoi",
"Steven",
""
]
] | The stationary point of Problem 2 is NOT the stationary point of Problem 1. We are sorry and we are working on fixing this error. |
2211.00895 | Jongho Choi | Jongho Choi, Kyogu Lee | Pop2Piano : Pop Audio-based Piano Cover Generation | null | null | null | null | cs.SD cs.LG eess.AS | http://creativecommons.org/licenses/by/4.0/ | Piano covers of pop music are enjoyed by many people. However, the task of
automatically generating piano covers of pop music is still understudied. This
is partly due to the lack of synchronized {Pop, Piano Cover} data pairs, which
made it challenging to apply the latest data-intensive deep learning-based
methods. T... | [
{
"created": "Wed, 2 Nov 2022 05:42:22 GMT",
"version": "v1"
},
{
"created": "Sat, 1 Apr 2023 06:02:16 GMT",
"version": "v2"
}
] | 2023-04-04 | [
[
"Choi",
"Jongho",
""
],
[
"Lee",
"Kyogu",
""
]
] | Piano covers of pop music are enjoyed by many people. However, the task of automatically generating piano covers of pop music is still understudied. This is partly due to the lack of synchronized {Pop, Piano Cover} data pairs, which made it challenging to apply the latest data-intensive deep learning-based methods. To ... |
1806.06253 | Jung Lee | Jung H. Lee | DynMat, a network that can learn after learning | 40 pages and 9 figures | null | null | null | cs.LG stat.ML | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | To survive in the dynamically-evolving world, we accumulate knowledge and
improve our skills based on experience. In the process, gaining new knowledge
does not disrupt our vigilance to external stimuli. In other words, our
learning process is 'accumulative' and 'online' without interruption. However,
despite the rec... | [
{
"created": "Sat, 16 Jun 2018 15:32:32 GMT",
"version": "v1"
},
{
"created": "Sat, 2 Feb 2019 19:57:26 GMT",
"version": "v2"
}
] | 2019-02-05 | [
[
"Lee",
"Jung H.",
""
]
] | To survive in the dynamically-evolving world, we accumulate knowledge and improve our skills based on experience. In the process, gaining new knowledge does not disrupt our vigilance to external stimuli. In other words, our learning process is 'accumulative' and 'online' without interruption. However, despite the recen... |
2402.17178 | Rebecca Faust | Yali Bian, Rebecca Faust, Chris North | NeuralSI: Neural Design of Semantic Interaction for Interactive Deep
Learning | 19 pages, 9 figures | null | null | null | cs.HC | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | An increasing number of studies have utilized interactive deep learning as
the analytic model of visual analytics systems for complex sensemaking tasks.
In these systems, traditional interactive dimensionality reduction (DR) models
are commonly utilized to build a bi-directional bridge between high-dimensional
deep l... | [
{
"created": "Tue, 27 Feb 2024 03:32:04 GMT",
"version": "v1"
}
] | 2024-02-28 | [
[
"Bian",
"Yali",
""
],
[
"Faust",
"Rebecca",
""
],
[
"North",
"Chris",
""
]
] | An increasing number of studies have utilized interactive deep learning as the analytic model of visual analytics systems for complex sensemaking tasks. In these systems, traditional interactive dimensionality reduction (DR) models are commonly utilized to build a bi-directional bridge between high-dimensional deep lea... |
2307.03194 | Patrici Calvo | Patrici Calvo | Cryptoart: Ethical Challenges of the NFT Revolution | null | null | null | null | cs.CY | http://creativecommons.org/licenses/by-nc-nd/4.0/ | The digital transformation of the art world has become a revolution for the
sector. Cryptoart, based on non-fungible tokens (NFT), is attracting the
attention of artists, collectors and enthusiasts for its ability to tokenise
any element that can be sold as art in the digital market. That means it is
able to become a... | [
{
"created": "Sun, 2 Jul 2023 08:56:50 GMT",
"version": "v1"
}
] | 2023-07-10 | [
[
"Calvo",
"Patrici",
""
]
] | The digital transformation of the art world has become a revolution for the sector. Cryptoart, based on non-fungible tokens (NFT), is attracting the attention of artists, collectors and enthusiasts for its ability to tokenise any element that can be sold as art in the digital market. That means it is able to become a s... |
1703.00331 | Mahyar Shahsavari | Mahyar Shahsavari (CRIStAL), Pierre Boulet (CRIStAL) | Memristor nanodevice for unconventional computing:review and
applications | null | null | null | null | cs.ET | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | A memristor is a two-terminal nanodevice that its properties attract a wide
community of researchers from various domains such as physics, chemistry,
electronics, computer and neuroscience.The simple structure for manufacturing,
small scalability, nonvolatility and potential of using inlow power platforms
are outstan... | [
{
"created": "Wed, 1 Mar 2017 15:05:44 GMT",
"version": "v1"
}
] | 2017-03-02 | [
[
"Shahsavari",
"Mahyar",
"",
"CRIStAL"
],
[
"Boulet",
"Pierre",
"",
"CRIStAL"
]
] | A memristor is a two-terminal nanodevice that its properties attract a wide community of researchers from various domains such as physics, chemistry, electronics, computer and neuroscience.The simple structure for manufacturing, small scalability, nonvolatility and potential of using inlow power platforms are outstandi... |
2005.00572 | Hu Hu | Hu Hu, Rui Zhao, Jinyu Li, Liang Lu, Yifan Gong | Exploring Pre-training with Alignments for RNN Transducer based
End-to-End Speech Recognition | Accepted by ICASSP 2020 | null | null | null | cs.CL eess.AS | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Recently, the recurrent neural network transducer (RNN-T) architecture has
become an emerging trend in end-to-end automatic speech recognition research
due to its advantages of being capable for online streaming speech recognition.
However, RNN-T training is made difficult by the huge memory requirements, and
complic... | [
{
"created": "Fri, 1 May 2020 19:00:57 GMT",
"version": "v1"
}
] | 2020-05-05 | [
[
"Hu",
"Hu",
""
],
[
"Zhao",
"Rui",
""
],
[
"Li",
"Jinyu",
""
],
[
"Lu",
"Liang",
""
],
[
"Gong",
"Yifan",
""
]
] | Recently, the recurrent neural network transducer (RNN-T) architecture has become an emerging trend in end-to-end automatic speech recognition research due to its advantages of being capable for online streaming speech recognition. However, RNN-T training is made difficult by the huge memory requirements, and complicat... |
2104.06188 | Foivos Michelinakis | Salman Mohebi, Foivos Michelinakis, Ahmed Elmokashfi, Ole
Gr{\o}ndalen, Kashif Mahmood, Andrea Zanella | Sectors, Beams and Environmental Impact on the Performance of Commercial
5G mmWave Cells: an Empirical Study | 12 pages, 11 figures, 7 tables | null | null | null | cs.NI | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | While the performance of mmWave links has been thoroughly investigated by
simulations or testbeds, the behavior of this technology in real-world
commercial setups has not yet been thoroughly documented. In this paper, we
address this gap and present the results of an empirical study to determine the
actual performanc... | [
{
"created": "Tue, 13 Apr 2021 13:36:54 GMT",
"version": "v1"
},
{
"created": "Tue, 16 Nov 2021 13:21:54 GMT",
"version": "v2"
},
{
"created": "Mon, 11 Apr 2022 09:33:16 GMT",
"version": "v3"
}
] | 2022-04-12 | [
[
"Mohebi",
"Salman",
""
],
[
"Michelinakis",
"Foivos",
""
],
[
"Elmokashfi",
"Ahmed",
""
],
[
"Grøndalen",
"Ole",
""
],
[
"Mahmood",
"Kashif",
""
],
[
"Zanella",
"Andrea",
""
]
] | While the performance of mmWave links has been thoroughly investigated by simulations or testbeds, the behavior of this technology in real-world commercial setups has not yet been thoroughly documented. In this paper, we address this gap and present the results of an empirical study to determine the actual performance ... |
1309.7949 | Philipp Mayr | Philipp Mayr, Peter Mutschke | Bibliometric-enhanced Retrieval Models for Big Scholarly Information
Systems | 4 pages, IEEE BigData 2013, Workshop on Scholarly Big Data:
Challenges and Ideas | null | 10.1109/BigData.2013.6691762 | null | cs.DL | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Bibliometric techniques are not yet widely used to enhance retrieval
processes in digital libraries, although they offer value-added effects for
users. In this paper we will explore how statistical modelling of scholarship,
such as Bradfordizing or network analysis of coauthorship network, can improve
retrieval servi... | [
{
"created": "Mon, 30 Sep 2013 18:32:14 GMT",
"version": "v1"
}
] | 2016-11-17 | [
[
"Mayr",
"Philipp",
""
],
[
"Mutschke",
"Peter",
""
]
] | Bibliometric techniques are not yet widely used to enhance retrieval processes in digital libraries, although they offer value-added effects for users. In this paper we will explore how statistical modelling of scholarship, such as Bradfordizing or network analysis of coauthorship network, can improve retrieval service... |
1906.06543 | Hamid Laga | Xian-Feng Han, Hamid Laga, Mohammed Bennamoun | Image-based 3D Object Reconstruction: State-of-the-Art and Trends in the
Deep Learning Era | arXiv admin note: text overlap with arXiv:1806.06098,
arXiv:1712.06584, arXiv:1804.10975 by other authors | IEEE Transactions on Pattern Analysis and Machine Intelligence,
Nov. 2019 | 10.1109/TPAMI.2019.2954885 | null | cs.CV cs.CG cs.GR cs.LG | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | 3D reconstruction is a longstanding ill-posed problem, which has been
explored for decades by the computer vision, computer graphics, and machine
learning communities. Since 2015, image-based 3D reconstruction using
convolutional neural networks (CNN) has attracted increasing interest and
demonstrated an impressive p... | [
{
"created": "Sat, 15 Jun 2019 12:35:05 GMT",
"version": "v1"
},
{
"created": "Tue, 18 Jun 2019 15:51:43 GMT",
"version": "v2"
},
{
"created": "Fri, 1 Nov 2019 14:01:31 GMT",
"version": "v3"
}
] | 2019-11-28 | [
[
"Han",
"Xian-Feng",
""
],
[
"Laga",
"Hamid",
""
],
[
"Bennamoun",
"Mohammed",
""
]
] | 3D reconstruction is a longstanding ill-posed problem, which has been explored for decades by the computer vision, computer graphics, and machine learning communities. Since 2015, image-based 3D reconstruction using convolutional neural networks (CNN) has attracted increasing interest and demonstrated an impressive per... |
1506.02543 | Noman Islam Dr. | Noman Islam, Zubair A. Shaikh | A novel approach to Service Discovery in Mobile Adhoc Network | International Networking and Communications Conference (INCC-2008) | null | null | null | cs.NI | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Mobile Adhoc Network (MANET) is a network of a number of mobile routers and
associated hosts, organized in a random fashion via wireless links. During
recent years MANET has gained enormous amount of attention and has been widely
used for not only military purposes but for search-and-rescue operations,
intelligent tr... | [
{
"created": "Mon, 8 Jun 2015 15:19:18 GMT",
"version": "v1"
}
] | 2015-06-09 | [
[
"Islam",
"Noman",
""
],
[
"Shaikh",
"Zubair A.",
""
]
] | Mobile Adhoc Network (MANET) is a network of a number of mobile routers and associated hosts, organized in a random fashion via wireless links. During recent years MANET has gained enormous amount of attention and has been widely used for not only military purposes but for search-and-rescue operations, intelligent tran... |
2106.14726 | Florian Boudin | Florian Boudin, Ygor Gallina, Akiko Aizawa | Keyphrase Generation for Scientific Document Retrieval | Accepted at ACL 2020 | null | 10.18653/v1/2020.acl-main.105 | null | cs.IR cs.CL | http://creativecommons.org/licenses/by/4.0/ | Sequence-to-sequence models have lead to significant progress in keyphrase
generation, but it remains unknown whether they are reliable enough to be
beneficial for document retrieval. This study provides empirical evidence that
such models can significantly improve retrieval performance, and introduces a
new extrinsi... | [
{
"created": "Mon, 28 Jun 2021 13:55:49 GMT",
"version": "v1"
}
] | 2021-06-29 | [
[
"Boudin",
"Florian",
""
],
[
"Gallina",
"Ygor",
""
],
[
"Aizawa",
"Akiko",
""
]
] | Sequence-to-sequence models have lead to significant progress in keyphrase generation, but it remains unknown whether they are reliable enough to be beneficial for document retrieval. This study provides empirical evidence that such models can significantly improve retrieval performance, and introduces a new extrinsic ... |
1804.09626 | Gunnar Sigurdsson | Gunnar A. Sigurdsson, Abhinav Gupta, Cordelia Schmid, Ali Farhadi,
Karteek Alahari | Charades-Ego: A Large-Scale Dataset of Paired Third and First Person
Videos | null | null | null | null | cs.CV | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | In Actor and Observer we introduced a dataset linking the first and
third-person video understanding domains, the Charades-Ego Dataset. In this
paper we describe the egocentric aspect of the dataset and present annotations
for Charades-Ego with 68,536 activity instances in 68.8 hours of first and
third-person video, ... | [
{
"created": "Wed, 25 Apr 2018 15:30:27 GMT",
"version": "v1"
},
{
"created": "Mon, 30 Apr 2018 16:57:00 GMT",
"version": "v2"
}
] | 2018-05-01 | [
[
"Sigurdsson",
"Gunnar A.",
""
],
[
"Gupta",
"Abhinav",
""
],
[
"Schmid",
"Cordelia",
""
],
[
"Farhadi",
"Ali",
""
],
[
"Alahari",
"Karteek",
""
]
] | In Actor and Observer we introduced a dataset linking the first and third-person video understanding domains, the Charades-Ego Dataset. In this paper we describe the egocentric aspect of the dataset and present annotations for Charades-Ego with 68,536 activity instances in 68.8 hours of first and third-person video, ma... |
1905.05754 | Karim Iskakov | Karim Iskakov, Egor Burkov, Victor Lempitsky, Yury Malkov | Learnable Triangulation of Human Pose | Project page: https://saic-violet.github.io/learnable-triangulation | null | null | null | cs.CV cs.AI | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | We present two novel solutions for multi-view 3D human pose estimation based
on new learnable triangulation methods that combine 3D information from
multiple 2D views. The first (baseline) solution is a basic differentiable
algebraic triangulation with an addition of confidence weights estimated from
the input images... | [
{
"created": "Tue, 14 May 2019 17:59:20 GMT",
"version": "v1"
}
] | 2019-05-15 | [
[
"Iskakov",
"Karim",
""
],
[
"Burkov",
"Egor",
""
],
[
"Lempitsky",
"Victor",
""
],
[
"Malkov",
"Yury",
""
]
] | We present two novel solutions for multi-view 3D human pose estimation based on new learnable triangulation methods that combine 3D information from multiple 2D views. The first (baseline) solution is a basic differentiable algebraic triangulation with an addition of confidence weights estimated from the input images. ... |
2407.16732 | Yaolun Zhang | Yaolun Zhang, Yinxu Pan, Yudong Wang, Jie Cai | PyBench: Evaluating LLM Agent on various real-world coding tasks | 16 pages | null | null | null | cs.SE cs.AI | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | The LLM Agent, equipped with a code interpreter, is capable of automatically
solving real-world coding tasks, such as data analysis and image editing.
However, existing benchmarks primarily focus on either simplistic tasks, such
as completing a few lines of code, or on extremely complex and specific tasks
at the re... | [
{
"created": "Tue, 23 Jul 2024 15:23:14 GMT",
"version": "v1"
},
{
"created": "Sat, 3 Aug 2024 03:00:43 GMT",
"version": "v2"
}
] | 2024-08-06 | [
[
"Zhang",
"Yaolun",
""
],
[
"Pan",
"Yinxu",
""
],
[
"Wang",
"Yudong",
""
],
[
"Cai",
"Jie",
""
]
] | The LLM Agent, equipped with a code interpreter, is capable of automatically solving real-world coding tasks, such as data analysis and image editing. However, existing benchmarks primarily focus on either simplistic tasks, such as completing a few lines of code, or on extremely complex and specific tasks at the reposi... |
2401.16551 | Hui Zhou | Hui Zhou, Ken Raffenetti, Junchao Zhang, Yanfei Guo, Rajeev Thakur | Frustrated with MPI+Threads? Try MPIxThreads! | null | null | 10.1145/3615318.3615320 | null | cs.DC | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | MPI+Threads, embodied by the MPI/OpenMP hybrid programming model, is a
parallel programming paradigm where threads are used for on-node shared-memory
parallelization and MPI is used for multi-node distributed-memory
parallelization. OpenMP provides an incremental approach to parallelize code,
while MPI, with its isol... | [
{
"created": "Mon, 29 Jan 2024 20:38:18 GMT",
"version": "v1"
}
] | 2024-01-31 | [
[
"Zhou",
"Hui",
""
],
[
"Raffenetti",
"Ken",
""
],
[
"Zhang",
"Junchao",
""
],
[
"Guo",
"Yanfei",
""
],
[
"Thakur",
"Rajeev",
""
]
] | MPI+Threads, embodied by the MPI/OpenMP hybrid programming model, is a parallel programming paradigm where threads are used for on-node shared-memory parallelization and MPI is used for multi-node distributed-memory parallelization. OpenMP provides an incremental approach to parallelize code, while MPI, with its isolat... |
1808.04239 | Chen-Kai Lin | Chen-Kai Lin, Ching-Chun (Jim) Huang, Bow-Yaw Wang | A Spin-based model checking for the simple concurrent program on a
preemptive RTOS | 7 pages, 5 figures, The 24th Workshop on Compiler Techniques and
System Software for High-Performance and Embedded Computing, 2018, Chiayi,
Taiwan | null | null | null | cs.OS cs.FL cs.LO | http://creativecommons.org/licenses/by-sa/4.0/ | We adapt an existing preemptive scheduling model of RTOS kernel by eChronos
from machine-assisted proof to Spin-based model checker. The model we
constructed can be automatically verified rather than formulating proofs by
hand. Moreover, we look into the designs of a Linux-like real-time
kernel--Piko/RT and the speci... | [
{
"created": "Tue, 7 Aug 2018 08:21:58 GMT",
"version": "v1"
}
] | 2018-08-14 | [
[
"Lin",
"Chen-Kai",
"",
"Jim"
],
[
"Ching-Chun",
"",
"",
"Jim"
],
[
"Huang",
"",
""
],
[
"Wang",
"Bow-Yaw",
""
]
] | We adapt an existing preemptive scheduling model of RTOS kernel by eChronos from machine-assisted proof to Spin-based model checker. The model we constructed can be automatically verified rather than formulating proofs by hand. Moreover, we look into the designs of a Linux-like real-time kernel--Piko/RT and the specifi... |
1904.04603 | Leonardo Fernandez-Jambrina | Leonardo Fernandez-Jambrina and Francisco Perez-Arribas | Developable surface patches bounded by NURBS curves | 17 pages, 17 figures. Accepted for publication in Journal of
Computational Mathematics | Journal of Computational Mathematics 38, 693-709 (2020) | 10.4208/jcm.1904-m2018-0209 | null | cs.GR math.NA | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | In this paper we construct developable surface patches which are bounded by
two rational or NURBS curves, though the resulting patch is not a rational or
NURBS surface in general. This is accomplished by reparameterizing one of the
boundary curves. The reparameterization function is the solution of an
algebraic equat... | [
{
"created": "Tue, 9 Apr 2019 11:34:57 GMT",
"version": "v1"
}
] | 2020-04-27 | [
[
"Fernandez-Jambrina",
"Leonardo",
""
],
[
"Perez-Arribas",
"Francisco",
""
]
] | In this paper we construct developable surface patches which are bounded by two rational or NURBS curves, though the resulting patch is not a rational or NURBS surface in general. This is accomplished by reparameterizing one of the boundary curves. The reparameterization function is the solution of an algebraic equatio... |
2212.08890 | Pengfei Xi | Pengfei Xi, Guifeng Wang, Zhipeng Hu, Yu Xiong, Mingming Gong, Wei
Huang, Runze Wu, Yu Ding, Tangjie Lv, Changjie Fan, Xiangnan Feng | TCFimt: Temporal Counterfactual Forecasting from Individual Multiple
Treatment Perspective | null | null | null | null | cs.LG stat.ML | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Determining causal effects of temporal multi-intervention assists
decision-making. Restricted by time-varying bias, selection bias, and
interactions of multiple interventions, the disentanglement and estimation of
multiple treatment effects from individual temporal data is still rare. To
tackle these challenges, we p... | [
{
"created": "Sat, 17 Dec 2022 15:01:05 GMT",
"version": "v1"
}
] | 2022-12-20 | [
[
"Xi",
"Pengfei",
""
],
[
"Wang",
"Guifeng",
""
],
[
"Hu",
"Zhipeng",
""
],
[
"Xiong",
"Yu",
""
],
[
"Gong",
"Mingming",
""
],
[
"Huang",
"Wei",
""
],
[
"Wu",
"Runze",
""
],
[
"Ding",
"Yu",
"... | Determining causal effects of temporal multi-intervention assists decision-making. Restricted by time-varying bias, selection bias, and interactions of multiple interventions, the disentanglement and estimation of multiple treatment effects from individual temporal data is still rare. To tackle these challenges, we pro... |
1903.03213 | Chaozhuo Li | Chaozhuo Li, Senzhang Wang, Philip S. Yu, and Zhoujun Li | Multi-Hot Compact Network Embedding | null | Published in CIKM 2019 | null | null | cs.SI cs.LG | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Network embedding, as a promising way of the network representation learning,
is capable of supporting various subsequent network mining and analysis tasks,
and has attracted growing research interests recently. Traditional approaches
assign each node with an independent continuous vector, which will cause huge
memor... | [
{
"created": "Thu, 7 Mar 2019 23:04:35 GMT",
"version": "v1"
},
{
"created": "Mon, 21 Oct 2019 15:01:19 GMT",
"version": "v2"
}
] | 2019-10-22 | [
[
"Li",
"Chaozhuo",
""
],
[
"Wang",
"Senzhang",
""
],
[
"Yu",
"Philip S.",
""
],
[
"Li",
"Zhoujun",
""
]
] | Network embedding, as a promising way of the network representation learning, is capable of supporting various subsequent network mining and analysis tasks, and has attracted growing research interests recently. Traditional approaches assign each node with an independent continuous vector, which will cause huge memory ... |
1410.7660 | Praneeth Netrapalli | Praneeth Netrapalli and U N Niranjan and Sujay Sanghavi and Animashree
Anandkumar and Prateek Jain | Non-convex Robust PCA | Extended abstract to appear in NIPS 2014 | null | null | null | cs.IT cs.LG math.IT stat.ML | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | We propose a new method for robust PCA -- the task of recovering a low-rank
matrix from sparse corruptions that are of unknown value and support. Our
method involves alternating between projecting appropriate residuals onto the
set of low-rank matrices, and the set of sparse matrices; each projection is
{\em non-conv... | [
{
"created": "Tue, 28 Oct 2014 15:33:13 GMT",
"version": "v1"
}
] | 2014-10-29 | [
[
"Netrapalli",
"Praneeth",
""
],
[
"Niranjan",
"U N",
""
],
[
"Sanghavi",
"Sujay",
""
],
[
"Anandkumar",
"Animashree",
""
],
[
"Jain",
"Prateek",
""
]
] | We propose a new method for robust PCA -- the task of recovering a low-rank matrix from sparse corruptions that are of unknown value and support. Our method involves alternating between projecting appropriate residuals onto the set of low-rank matrices, and the set of sparse matrices; each projection is {\em non-convex... |
0911.1516 | Sana Ullah | Sana Ullah, M.A. Khan, Kyung Sup Kwak | A Discourse-based Approach in Text-based Machine Translation | 1 figure, 3 tables, ICCIT 07, Vol. 3, pp 1073-1074, Busan, June 2007 | null | null | null | cs.CL | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | This paper presents a theoretical research based approach to ellipsis
resolution in machine translation. The formula of discourse is applied in order
to resolve ellipses. The validity of the discourse formula is analyzed by
applying it to the real world text, i.e., newspaper fragments. The source text
is converted in... | [
{
"created": "Sun, 8 Nov 2009 10:57:04 GMT",
"version": "v1"
},
{
"created": "Wed, 28 Jul 2010 08:49:34 GMT",
"version": "v2"
}
] | 2010-07-29 | [
[
"Ullah",
"Sana",
""
],
[
"Khan",
"M. A.",
""
],
[
"Kwak",
"Kyung Sup",
""
]
] | This paper presents a theoretical research based approach to ellipsis resolution in machine translation. The formula of discourse is applied in order to resolve ellipses. The validity of the discourse formula is analyzed by applying it to the real world text, i.e., newspaper fragments. The source text is converted into... |
2110.08845 | Suyu Ge | Suyu Ge, Jiaxin Huang, Yu Meng, Sharon Wang, Jiawei Han | Fine-Grained Opinion Summarization with Minimal Supervision | null | null | null | null | cs.CL | http://creativecommons.org/licenses/by/4.0/ | Opinion summarization aims to profile a target by extracting opinions from
multiple documents. Most existing work approaches the task in a semi-supervised
manner due to the difficulty of obtaining high-quality annotation from
thousands of documents. Among them, some use aspect and sentiment analysis as a
proxy for id... | [
{
"created": "Sun, 17 Oct 2021 15:16:34 GMT",
"version": "v1"
}
] | 2021-10-19 | [
[
"Ge",
"Suyu",
""
],
[
"Huang",
"Jiaxin",
""
],
[
"Meng",
"Yu",
""
],
[
"Wang",
"Sharon",
""
],
[
"Han",
"Jiawei",
""
]
] | Opinion summarization aims to profile a target by extracting opinions from multiple documents. Most existing work approaches the task in a semi-supervised manner due to the difficulty of obtaining high-quality annotation from thousands of documents. Among them, some use aspect and sentiment analysis as a proxy for iden... |
2202.12333 | Nannan Zhang | Nannan Zhang, Yuanwei Liu, Xidong Mu, Wei Wang | Queue-Aware STAR-RIS Assisted NOMA Communication Systems | 30 pages, 11 figures | null | null | null | cs.IT eess.SP math.IT | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | In this paper, the queue-aware simultaneously transmitting and reflecting
reconfigurable intelligent surfaces (STAR-RIS) assisted non-orthogonal multiple
access (NOMA) communication system is investigated to ensure the system
stability, where the long-term stability-oriented problem is reformulated to
maximize the pe... | [
{
"created": "Thu, 24 Feb 2022 19:36:42 GMT",
"version": "v1"
}
] | 2022-02-28 | [
[
"Zhang",
"Nannan",
""
],
[
"Liu",
"Yuanwei",
""
],
[
"Mu",
"Xidong",
""
],
[
"Wang",
"Wei",
""
]
] | In this paper, the queue-aware simultaneously transmitting and reflecting reconfigurable intelligent surfaces (STAR-RIS) assisted non-orthogonal multiple access (NOMA) communication system is investigated to ensure the system stability, where the long-term stability-oriented problem is reformulated to maximize the per-... |
2203.00592 | Yuxuan Zhao | Yuxuan Zhao, Alexandru Uta | Tiny Autoscalers for Tiny Workloads: Dynamic CPU Allocation for
Serverless Functions | Published in 22nd IEEE International Symposium on Cluster, Cloud and
Internet Computing (CCGrid), 2022 | null | 10.1109/CCGrid54584.2022.00026 | null | cs.DC | http://creativecommons.org/licenses/by-sa/4.0/ | In serverless computing, applications are executed under lightweight
virtualization and isolation environments, such as containers or micro virtual
machines. Typically, their memory allocation is set by the user before
deployment. All other resources, such as CPU, are allocated by the provider
statically and proporti... | [
{
"created": "Tue, 1 Mar 2022 16:27:29 GMT",
"version": "v1"
},
{
"created": "Mon, 31 Oct 2022 10:46:22 GMT",
"version": "v2"
}
] | 2022-11-01 | [
[
"Zhao",
"Yuxuan",
""
],
[
"Uta",
"Alexandru",
""
]
] | In serverless computing, applications are executed under lightweight virtualization and isolation environments, such as containers or micro virtual machines. Typically, their memory allocation is set by the user before deployment. All other resources, such as CPU, are allocated by the provider statically and proportion... |
2005.03975 | Yan Xu | Dan Su, Yan Xu, Tiezheng Yu, Farhad Bin Siddique, Elham J. Barezi,
Pascale Fung | CAiRE-COVID: A Question Answering and Query-focused Multi-Document
Summarization System for COVID-19 Scholarly Information Management | Accepted EMNLP2020 NLP-COVID Workshop | null | null | null | cs.CL cs.IR cs.LG | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | We present CAiRE-COVID, a real-time question answering (QA) and
multi-document summarization system, which won one of the 10 tasks in the
Kaggle COVID-19 Open Research Dataset Challenge, judged by medical experts. Our
system aims to tackle the recent challenge of mining the numerous scientific
articles being publishe... | [
{
"created": "Mon, 4 May 2020 15:07:27 GMT",
"version": "v1"
},
{
"created": "Fri, 16 Oct 2020 02:47:06 GMT",
"version": "v2"
},
{
"created": "Tue, 8 Dec 2020 11:30:49 GMT",
"version": "v3"
}
] | 2020-12-09 | [
[
"Su",
"Dan",
""
],
[
"Xu",
"Yan",
""
],
[
"Yu",
"Tiezheng",
""
],
[
"Siddique",
"Farhad Bin",
""
],
[
"Barezi",
"Elham J.",
""
],
[
"Fung",
"Pascale",
""
]
] | We present CAiRE-COVID, a real-time question answering (QA) and multi-document summarization system, which won one of the 10 tasks in the Kaggle COVID-19 Open Research Dataset Challenge, judged by medical experts. Our system aims to tackle the recent challenge of mining the numerous scientific articles being published ... |
2303.07770 | Chan Gao | Chan Gao, Bin Yang, Dong Zheng, Xiaohong Jiang, Tarik Taleb | Cooperative Jamming and Relay Selection for Covert Communications | null | null | null | null | cs.IT math.IT | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | This paper investigates the covert communications via cooperative jamming and
relay selection in a wireless relay system, where a source intends to transmit
a message to its destination with the help of a selected relay, and a warden
attempts to detect the existence of wireless transmissions from both the source
and ... | [
{
"created": "Tue, 14 Mar 2023 10:19:33 GMT",
"version": "v1"
}
] | 2023-03-15 | [
[
"Gao",
"Chan",
""
],
[
"Yang",
"Bin",
""
],
[
"Zheng",
"Dong",
""
],
[
"Jiang",
"Xiaohong",
""
],
[
"Taleb",
"Tarik",
""
]
] | This paper investigates the covert communications via cooperative jamming and relay selection in a wireless relay system, where a source intends to transmit a message to its destination with the help of a selected relay, and a warden attempts to detect the existence of wireless transmissions from both the source and re... |
1412.5902 | Teng Qiu | Teng Qiu, Kaifu Yang, Chaoyi Li, Yongjie Li | Nearest Descent, In-Tree, and Clustering | 28 pages: text part(1-14), supplementary material(15-28) | null | null | null | cs.LG cs.CV | http://creativecommons.org/licenses/by-nc-sa/4.0/ | In this paper, we propose a physically inspired graph-theoretical clustering
method, which first makes the data points organized into an attractive graph,
called In-Tree, via a physically inspired rule, called Nearest Descent (ND). In
particular, the rule of ND works to select the nearest node in the descending
direc... | [
{
"created": "Sun, 7 Dec 2014 11:38:55 GMT",
"version": "v1"
},
{
"created": "Thu, 25 Jan 2018 14:57:28 GMT",
"version": "v2"
}
] | 2018-01-26 | [
[
"Qiu",
"Teng",
""
],
[
"Yang",
"Kaifu",
""
],
[
"Li",
"Chaoyi",
""
],
[
"Li",
"Yongjie",
""
]
] | In this paper, we propose a physically inspired graph-theoretical clustering method, which first makes the data points organized into an attractive graph, called In-Tree, via a physically inspired rule, called Nearest Descent (ND). In particular, the rule of ND works to select the nearest node in the descending directi... |
2112.13174 | Lu Xing | Lu Xing, Eric Lee, Tong An, Bo-Cheng Chu, Ahmed Mahmood, Ahmed M. Aly,
Jianguo Wang, Walid G. Aref | An Experimental Evaluation and Investigation of Waves of Misery in
R-trees | To appear in VLDB 2022 | null | 10.14778/3494124.3494132 | null | cs.DB | http://creativecommons.org/licenses/by-nc-nd/4.0/ | Waves of misery is a phenomenon where spikes of many node splits occur over
short periods of time in tree indexes. Waves of misery negatively affect the
performance of tree indexes in insertion-heavy workloads.Waves of misery have
been first observed in the context of the B-tree, where these waves cause
unpredictable... | [
{
"created": "Sat, 25 Dec 2021 02:33:26 GMT",
"version": "v1"
}
] | 2021-12-28 | [
[
"Xing",
"Lu",
""
],
[
"Lee",
"Eric",
""
],
[
"An",
"Tong",
""
],
[
"Chu",
"Bo-Cheng",
""
],
[
"Mahmood",
"Ahmed",
""
],
[
"Aly",
"Ahmed M.",
""
],
[
"Wang",
"Jianguo",
""
],
[
"Aref",
"Walid G."... | Waves of misery is a phenomenon where spikes of many node splits occur over short periods of time in tree indexes. Waves of misery negatively affect the performance of tree indexes in insertion-heavy workloads.Waves of misery have been first observed in the context of the B-tree, where these waves cause unpredictable i... |
1009.4586 | S. M. Kamruzzaman | Md. Hijbul Alam, Abdul Kadar Muhammad Masum, Mohammad Mahadi Hassan,
and S. M. Kamruzzaman | Optimal Bangla Keyboard Layout using Association Rule of Data Mining | 3 Pages, International Conference | Proc. 7th International Conference on Computer and Information
Technology (ICCIT 2004), Dhaka, Bangladesh, pp. 679-681, Dec. 2004 | null | null | cs.AI | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | In this paper we present an optimal Bangla Keyboard Layout, which distributes
the load equally on both hands so that maximizing the ease and minimizing the
effort. Bangla alphabet has a large number of letters, for this it is difficult
to type faster using Bangla keyboard. Our proposed keyboard will maximize the
spee... | [
{
"created": "Thu, 23 Sep 2010 11:42:41 GMT",
"version": "v1"
}
] | 2010-09-27 | [
[
"Alam",
"Md. Hijbul",
""
],
[
"Masum",
"Abdul Kadar Muhammad",
""
],
[
"Hassan",
"Mohammad Mahadi",
""
],
[
"Kamruzzaman",
"S. M.",
""
]
] | In this paper we present an optimal Bangla Keyboard Layout, which distributes the load equally on both hands so that maximizing the ease and minimizing the effort. Bangla alphabet has a large number of letters, for this it is difficult to type faster using Bangla keyboard. Our proposed keyboard will maximize the speed ... |
2303.15443 | Tarun Kalluri | Tarun Kalluri, Wangdong Xu, Manmohan Chandraker | GeoNet: Benchmarking Unsupervised Adaptation across Geographies | CVPR 2023 Camera Ready. Project Page:
https://tarun005.github.io/GeoNet | null | null | null | cs.CV cs.AI cs.LG | http://creativecommons.org/licenses/by/4.0/ | In recent years, several efforts have been aimed at improving the robustness
of vision models to domains and environments unseen during training. An
important practical problem pertains to models deployed in a new geography that
is under-represented in the training dataset, posing a direct challenge to fair
and inclu... | [
{
"created": "Mon, 27 Mar 2023 17:59:34 GMT",
"version": "v1"
}
] | 2023-03-28 | [
[
"Kalluri",
"Tarun",
""
],
[
"Xu",
"Wangdong",
""
],
[
"Chandraker",
"Manmohan",
""
]
] | In recent years, several efforts have been aimed at improving the robustness of vision models to domains and environments unseen during training. An important practical problem pertains to models deployed in a new geography that is under-represented in the training dataset, posing a direct challenge to fair and inclusi... |
2108.02226 | Willy Kuo | Willy Kuo, Diego Rossinelli, Georg Schulz, Roland H. Wenger, Simone
Hieber, Bert M\"uller, Vartan Kurtcuoglu | Terabyte-scale supervised 3D training and benchmarking dataset of the
mouse kidney | null | Scientific Data 10, 510 (2023) | 10.1038/s41597-023-02407-5 | null | cs.CV physics.med-ph q-bio.TO | http://creativecommons.org/licenses/by/4.0/ | The performance of machine learning algorithms, when used for segmenting 3D
biomedical images, does not reach the level expected based on results achieved
with 2D photos. This may be explained by the comparative lack of high-volume,
high-quality training datasets, which require state-of-the-art imaging
facilities, do... | [
{
"created": "Wed, 4 Aug 2021 18:08:28 GMT",
"version": "v1"
},
{
"created": "Fri, 21 Jul 2023 17:27:10 GMT",
"version": "v2"
},
{
"created": "Fri, 28 Jul 2023 22:49:56 GMT",
"version": "v3"
}
] | 2023-08-04 | [
[
"Kuo",
"Willy",
""
],
[
"Rossinelli",
"Diego",
""
],
[
"Schulz",
"Georg",
""
],
[
"Wenger",
"Roland H.",
""
],
[
"Hieber",
"Simone",
""
],
[
"Müller",
"Bert",
""
],
[
"Kurtcuoglu",
"Vartan",
""
]
] | The performance of machine learning algorithms, when used for segmenting 3D biomedical images, does not reach the level expected based on results achieved with 2D photos. This may be explained by the comparative lack of high-volume, high-quality training datasets, which require state-of-the-art imaging facilities, doma... |
2108.08584 | Tao He | Tao He, Lianli Gao, Jingkuan Song, Yuan-Fang Li | Exploiting Scene Graphs for Human-Object Interaction Detection | Accepted to ICCV 2021 | null | null | null | cs.CV | http://creativecommons.org/licenses/by/4.0/ | Human-Object Interaction (HOI) detection is a fundamental visual task aiming
at localizing and recognizing interactions between humans and objects. Existing
works focus on the visual and linguistic features of humans and objects.
However, they do not capitalise on the high-level and semantic relationships
present in ... | [
{
"created": "Thu, 19 Aug 2021 09:40:50 GMT",
"version": "v1"
}
] | 2021-08-20 | [
[
"He",
"Tao",
""
],
[
"Gao",
"Lianli",
""
],
[
"Song",
"Jingkuan",
""
],
[
"Li",
"Yuan-Fang",
""
]
] | Human-Object Interaction (HOI) detection is a fundamental visual task aiming at localizing and recognizing interactions between humans and objects. Existing works focus on the visual and linguistic features of humans and objects. However, they do not capitalise on the high-level and semantic relationships present in th... |
2204.13237 | Takahiro Niwa | Takahiro Niwa, Shun Taguchi, Noriaki Hirose | Spatio-Temporal Graph Localization Networks for Image-based Navigation | 8 pages, 4 figures | null | null | null | cs.RO | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Localization in topological maps is essential for image-based navigation
using an RGB camera. Localization using only one camera can be challenging in
medium-to-large-sized environments because similar-looking images are often
observed repeatedly, especially in indoor environments. To overcome this issue,
we propose ... | [
{
"created": "Thu, 28 Apr 2022 00:29:29 GMT",
"version": "v1"
}
] | 2022-04-29 | [
[
"Niwa",
"Takahiro",
""
],
[
"Taguchi",
"Shun",
""
],
[
"Hirose",
"Noriaki",
""
]
] | Localization in topological maps is essential for image-based navigation using an RGB camera. Localization using only one camera can be challenging in medium-to-large-sized environments because similar-looking images are often observed repeatedly, especially in indoor environments. To overcome this issue, we propose a ... |
2309.07727 | Daisuke Oba | Daisuke Oba, Naoki Yoshinaga, Masashi Toyoda | PerPLM: Personalized Fine-tuning of Pretrained Language Models via
Writer-specific Intermediate Learning and Prompts | 11 pages | null | null | null | cs.CL | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | The meanings of words and phrases depend not only on where they are used
(contexts) but also on who use them (writers). Pretrained language models
(PLMs) are powerful tools for capturing context, but they are typically
pretrained and fine-tuned for universal use across different writers. This
study aims to improve th... | [
{
"created": "Thu, 14 Sep 2023 14:03:48 GMT",
"version": "v1"
}
] | 2023-09-15 | [
[
"Oba",
"Daisuke",
""
],
[
"Yoshinaga",
"Naoki",
""
],
[
"Toyoda",
"Masashi",
""
]
] | The meanings of words and phrases depend not only on where they are used (contexts) but also on who use them (writers). Pretrained language models (PLMs) are powerful tools for capturing context, but they are typically pretrained and fine-tuned for universal use across different writers. This study aims to improve the ... |
1807.09011 | Axel Brando Guillaumes | Axel Brando, Jose A. Rodr\'iguez-Serrano, Mauricio Ciprian, Roberto
Maestre, Jordi Vitri\`a | Uncertainty Modelling in Deep Networks: Forecasting Short and Noisy
Series | 17 pages, 5 figures, Applied Data Science Track of The European
Conference on Machine Learning and Principles and Practice of Knowledge
Discovery in Databases (ECML-PKDD 2018) | null | null | null | cs.LG stat.ML | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Deep Learning is a consolidated, state-of-the-art Machine Learning tool to
fit a function when provided with large data sets of examples. However, in
regression tasks, the straightforward application of Deep Learning models
provides a point estimate of the target. In addition, the model does not take
into account the... | [
{
"created": "Tue, 24 Jul 2018 10:15:49 GMT",
"version": "v1"
}
] | 2018-07-25 | [
[
"Brando",
"Axel",
""
],
[
"Rodríguez-Serrano",
"Jose A.",
""
],
[
"Ciprian",
"Mauricio",
""
],
[
"Maestre",
"Roberto",
""
],
[
"Vitrià",
"Jordi",
""
]
] | Deep Learning is a consolidated, state-of-the-art Machine Learning tool to fit a function when provided with large data sets of examples. However, in regression tasks, the straightforward application of Deep Learning models provides a point estimate of the target. In addition, the model does not take into account the u... |
1611.06164 | Shuanshuan Wu | Shuanshuan Wu, Rachad Atat, Nicholas Mastronarde, and Lingjia Liu | Improving the Coverage and Spectral Efficiency of Millimeter-Wave
Cellular Networks using Device-to-Device Relays | null | null | 10.1109/TCOMM.2017.2787990 | null | cs.ET | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | The susceptibility of millimeter waveform propagation to blockages limits the
coverage of millimeter-wave (mmWave) signals. To overcome blockages, we propose
to leverage two-hop device-to-device (D2D) relaying. Using stochastic geometry,
we derive expressions for the downlink coverage probability of relay-assisted
mm... | [
{
"created": "Fri, 18 Nov 2016 17:19:39 GMT",
"version": "v1"
},
{
"created": "Tue, 2 Jan 2018 05:38:37 GMT",
"version": "v2"
}
] | 2018-01-03 | [
[
"Wu",
"Shuanshuan",
""
],
[
"Atat",
"Rachad",
""
],
[
"Mastronarde",
"Nicholas",
""
],
[
"Liu",
"Lingjia",
""
]
] | The susceptibility of millimeter waveform propagation to blockages limits the coverage of millimeter-wave (mmWave) signals. To overcome blockages, we propose to leverage two-hop device-to-device (D2D) relaying. Using stochastic geometry, we derive expressions for the downlink coverage probability of relay-assisted mmWa... |
1705.00467 | Bamdev Mishra | Bamdev Mishra, Hiroyuki Kasai, Pratik Jawanpuria, and Atul Saroop | A Riemannian gossip approach to subspace learning on Grassmann manifold | Title change, extension of the technical report arXiv:1605.06968 | null | null | null | cs.LG math.OC | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | In this paper, we focus on subspace learning problems on the Grassmann
manifold. Interesting applications in this setting include low-rank matrix
completion and low-dimensional multivariate regression, among others. Motivated
by privacy concerns, we aim to solve such problems in a decentralized setting
where multiple... | [
{
"created": "Mon, 1 May 2017 11:02:17 GMT",
"version": "v1"
},
{
"created": "Wed, 28 Feb 2018 18:46:33 GMT",
"version": "v2"
}
] | 2018-03-01 | [
[
"Mishra",
"Bamdev",
""
],
[
"Kasai",
"Hiroyuki",
""
],
[
"Jawanpuria",
"Pratik",
""
],
[
"Saroop",
"Atul",
""
]
] | In this paper, we focus on subspace learning problems on the Grassmann manifold. Interesting applications in this setting include low-rank matrix completion and low-dimensional multivariate regression, among others. Motivated by privacy concerns, we aim to solve such problems in a decentralized setting where multiple a... |
2201.04130 | Martin Hor\'ak | B. Patz\'ak, V. \v{S}milauer, M. Hor\'ak, S. \v{S}ulc, E.
Dvo\v{r}\'akov\'a | Multi-physics integration platform MuPIF: Application for composite
material design | null | null | null | null | cs.HC cs.SE | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | This paper presents the design of the MuPIF distributed, multi-physics
simulation platform and its performance in the context of the H2020
Composelector project. The description of MuPIF's model and data interfaces
provides implementation and operational details that illustrate how MuPIF is a
highly versatile and rob... | [
{
"created": "Tue, 11 Jan 2022 18:52:36 GMT",
"version": "v1"
}
] | 2022-01-13 | [
[
"Patzák",
"B.",
""
],
[
"Šmilauer",
"V.",
""
],
[
"Horák",
"M.",
""
],
[
"Šulc",
"S.",
""
],
[
"Dvořáková",
"E.",
""
]
] | This paper presents the design of the MuPIF distributed, multi-physics simulation platform and its performance in the context of the H2020 Composelector project. The description of MuPIF's model and data interfaces provides implementation and operational details that illustrate how MuPIF is a highly versatile and robus... |
2302.05765 | Claudio Gentile | Stephen Pasteris, Fabio Vitale, Mark Herbster, Claudio Gentile, Andre'
Panisson | Adversarial Online Collaborative Filtering | null | null | null | null | cs.LG | http://creativecommons.org/licenses/by/4.0/ | We investigate the problem of online collaborative filtering under
no-repetition constraints, whereby users need to be served content in an online
fashion and a given user cannot be recommended the same content item more than
once. We start by designing and analyzing an algorithm that works under
biclustering assumpt... | [
{
"created": "Sat, 11 Feb 2023 19:30:55 GMT",
"version": "v1"
},
{
"created": "Fri, 29 Dec 2023 22:29:21 GMT",
"version": "v2"
}
] | 2024-01-02 | [
[
"Pasteris",
"Stephen",
""
],
[
"Vitale",
"Fabio",
""
],
[
"Herbster",
"Mark",
""
],
[
"Gentile",
"Claudio",
""
],
[
"Panisson",
"Andre'",
""
]
] | We investigate the problem of online collaborative filtering under no-repetition constraints, whereby users need to be served content in an online fashion and a given user cannot be recommended the same content item more than once. We start by designing and analyzing an algorithm that works under biclustering assumptio... |
2310.18635 | Haipeng Zeng | Shuxian Gu, Yemo Dai, Zezheng Feng, Yong Wang, and Haipeng Zeng | T-PickSeer: Visual Analysis of Taxi Pick-up Point Selection Behavior | 10 pages, 10 figures; The 10th China Visualization and Visual
Analytics Conference | null | null | null | cs.HC | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Taxi drivers often take much time to navigate the streets to look for
passengers, which leads to high vacancy rates and wasted resources. Empty taxi
cruising remains a big concern for taxi companies. Analyzing the pick-up point
selection behavior can solve this problem effectively, providing suggestions
for taxi mana... | [
{
"created": "Sat, 28 Oct 2023 08:31:52 GMT",
"version": "v1"
}
] | 2023-10-31 | [
[
"Gu",
"Shuxian",
""
],
[
"Dai",
"Yemo",
""
],
[
"Feng",
"Zezheng",
""
],
[
"Wang",
"Yong",
""
],
[
"Zeng",
"Haipeng",
""
]
] | Taxi drivers often take much time to navigate the streets to look for passengers, which leads to high vacancy rates and wasted resources. Empty taxi cruising remains a big concern for taxi companies. Analyzing the pick-up point selection behavior can solve this problem effectively, providing suggestions for taxi manage... |
2305.05666 | Sahand Rezaei-Shoshtari Mr. | Prakash Panangaden, Sahand Rezaei-Shoshtari, Rosie Zhao, David Meger,
Doina Precup | Policy Gradient Methods in the Presence of Symmetries and State
Abstractions | Published in the Journal of Machine Learning Research (JMLR). arXiv
admin note: text overlap with arXiv:2209.07364 | null | null | null | cs.LG cs.AI | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Reinforcement learning (RL) on high-dimensional and complex problems relies
on abstraction for improved efficiency and generalization. In this paper, we
study abstraction in the continuous-control setting, and extend the definition
of Markov decision process (MDP) homomorphisms to the setting of continuous
state and ... | [
{
"created": "Tue, 9 May 2023 17:59:10 GMT",
"version": "v1"
},
{
"created": "Thu, 7 Mar 2024 17:26:06 GMT",
"version": "v2"
}
] | 2024-03-08 | [
[
"Panangaden",
"Prakash",
""
],
[
"Rezaei-Shoshtari",
"Sahand",
""
],
[
"Zhao",
"Rosie",
""
],
[
"Meger",
"David",
""
],
[
"Precup",
"Doina",
""
]
] | Reinforcement learning (RL) on high-dimensional and complex problems relies on abstraction for improved efficiency and generalization. In this paper, we study abstraction in the continuous-control setting, and extend the definition of Markov decision process (MDP) homomorphisms to the setting of continuous state and ac... |
2107.13821 | Florian Bachinger | Florian Bachinger, Gabriel Kronberger | Concept for a Technical Infrastructure for Management of Predictive
Models in Industrial Applications | International Conference on Computer Aided Systems Theory, Eurocast
2019, pp 263-270 | In: Moreno-D\'iaz R. et al (eds) Computer Aided Systems Theory.
Lecture Notes in Computer Science, Vol. 12013 (2020) | 10.1007/978-3-030-45093-9_32 | null | cs.LG cs.SE | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | With the increasing number of created and deployed prediction models and the
complexity of machine learning workflows we require so called model management
systems to support data scientists in their tasks. In this work we describe our
technological concept for such a model management system. This concept includes
ve... | [
{
"created": "Thu, 29 Jul 2021 08:38:46 GMT",
"version": "v1"
}
] | 2021-07-30 | [
[
"Bachinger",
"Florian",
""
],
[
"Kronberger",
"Gabriel",
""
]
] | With the increasing number of created and deployed prediction models and the complexity of machine learning workflows we require so called model management systems to support data scientists in their tasks. In this work we describe our technological concept for such a model management system. This concept includes vers... |
1401.4662 | Suman Kumar | Suman Kumar, Sheetal Kalyani, and K. Giridhar | Optimal Thresholds for Coverage and Rate in FFR Schemes for Planned
Cellular Networks | Submitted to: IEEE Transactions on Communications | null | null | null | cs.IT math.IT | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Fractional frequency reuse (FFR) is an inter-cell interference coordination
scheme that is being actively researched for emerging wireless cellular
networks. In this work, we consider hexagonal tessellation based planned FFR
deployments, and derive expressions for the coverage probability and normalized
average rate ... | [
{
"created": "Sun, 19 Jan 2014 12:27:26 GMT",
"version": "v1"
}
] | 2014-01-21 | [
[
"Kumar",
"Suman",
""
],
[
"Kalyani",
"Sheetal",
""
],
[
"Giridhar",
"K.",
""
]
] | Fractional frequency reuse (FFR) is an inter-cell interference coordination scheme that is being actively researched for emerging wireless cellular networks. In this work, we consider hexagonal tessellation based planned FFR deployments, and derive expressions for the coverage probability and normalized average rate fo... |
2306.07464 | Suvendu Jena | Suvendu Jena, Jilei Yang, Fangfang Tan | Unlocking Sales Growth: Account Prioritization Engine with Explainable
AI | 9 pages, 11 figures, 2 tables | null | null | null | cs.AI cs.LG stat.ML | http://creativecommons.org/licenses/by/4.0/ | B2B sales requires effective prediction of customer growth, identification of
upsell potential, and mitigation of churn risks. LinkedIn sales representatives
traditionally relied on intuition and fragmented data signals to assess
customer performance. This resulted in significant time investment in data
understanding... | [
{
"created": "Mon, 12 Jun 2023 23:42:08 GMT",
"version": "v1"
}
] | 2023-06-14 | [
[
"Jena",
"Suvendu",
""
],
[
"Yang",
"Jilei",
""
],
[
"Tan",
"Fangfang",
""
]
] | B2B sales requires effective prediction of customer growth, identification of upsell potential, and mitigation of churn risks. LinkedIn sales representatives traditionally relied on intuition and fragmented data signals to assess customer performance. This resulted in significant time investment in data understanding a... |
2201.05739 | Justin Sanchez | Justin Sanchez, Christopher Neff, Hamed Tabkhi | Real-World Graph Convolution Networks (RW-GCNs) for Action Recognition
in Smart Video Surveillance | null | null | 10.1145/3453142.3491293 | null | cs.CV cs.LG | http://creativecommons.org/licenses/by/4.0/ | Action recognition is a key algorithmic part of emerging on-the-edge smart
video surveillance and security systems. Skeleton-based action recognition is
an attractive approach which, instead of using RGB pixel data, relies on human
pose information to classify appropriate actions. However, existing algorithms
often a... | [
{
"created": "Sat, 15 Jan 2022 02:29:36 GMT",
"version": "v1"
}
] | 2022-01-19 | [
[
"Sanchez",
"Justin",
""
],
[
"Neff",
"Christopher",
""
],
[
"Tabkhi",
"Hamed",
""
]
] | Action recognition is a key algorithmic part of emerging on-the-edge smart video surveillance and security systems. Skeleton-based action recognition is an attractive approach which, instead of using RGB pixel data, relies on human pose information to classify appropriate actions. However, existing algorithms often ass... |
2406.14840 | Zhipeng Li | Zhipeng Li, Sichao Li, Geoff Hinchcliffe, Noam Maitless, Nick Birbilis | Automated architectural space layout planning using a physics-inspired
generative design framework | null | null | null | null | cs.AI | http://creativecommons.org/licenses/by/4.0/ | The determination of space layout is one of the primary activities in the
schematic design stage of an architectural project. The initial layout planning
defines the shape, dimension, and circulation pattern of internal spaces; which
can also affect performance and cost of the construction. When carried out
manually,... | [
{
"created": "Fri, 21 Jun 2024 02:50:52 GMT",
"version": "v1"
}
] | 2024-06-24 | [
[
"Li",
"Zhipeng",
""
],
[
"Li",
"Sichao",
""
],
[
"Hinchcliffe",
"Geoff",
""
],
[
"Maitless",
"Noam",
""
],
[
"Birbilis",
"Nick",
""
]
] | The determination of space layout is one of the primary activities in the schematic design stage of an architectural project. The initial layout planning defines the shape, dimension, and circulation pattern of internal spaces; which can also affect performance and cost of the construction. When carried out manually, s... |
1005.5543 | Sudeepa Roy | Susan B. Davidson, Sanjeev Khanna, Tova Milo, Debmalya Panigrahi,
Sudeepa Roy | Provenance Views for Module Privacy | null | null | null | UPenn Tech Report MS-CIS-10-22 | cs.DB cs.DS | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Scientific workflow systems increasingly store provenance information about
the module executions used to produce a data item, as well as the parameter
settings and intermediate data items passed between module executions. However,
authors/owners of workflows may wish to keep some of this information
confidential. In... | [
{
"created": "Sun, 30 May 2010 15:41:19 GMT",
"version": "v1"
},
{
"created": "Mon, 4 Apr 2011 05:57:16 GMT",
"version": "v2"
}
] | 2011-04-05 | [
[
"Davidson",
"Susan B.",
""
],
[
"Khanna",
"Sanjeev",
""
],
[
"Milo",
"Tova",
""
],
[
"Panigrahi",
"Debmalya",
""
],
[
"Roy",
"Sudeepa",
""
]
] | Scientific workflow systems increasingly store provenance information about the module executions used to produce a data item, as well as the parameter settings and intermediate data items passed between module executions. However, authors/owners of workflows may wish to keep some of this information confidential. In p... |
1903.01742 | Markus Borg | Markus Borg, Oscar Svensson, Kristian Berg, Daniel Hansson | SZZ Unleashed: An Open Implementation of the SZZ Algorithm -- Featuring
Example Usage in a Study of Just-in-Time Bug Prediction for the Jenkins
Project | null | In Proc. of the 3rd ACM SIGSOFT International Workshop on Machine
Learning Techniques for Software Quality Evaluation (MaLTeSQuE'19), pp. 7-12,
August 27, 2019, Tallinn, Estonia | 10.1145/3340482.3342742 | null | cs.SE | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Numerous empirical software engineering studies rely on detailed information
about bugs. While issue trackers often contain information about when bugs were
fixed, details about when they were introduced to the system are often absent.
As a remedy, researchers often rely on the SZZ algorithm as a heuristic
approach t... | [
{
"created": "Tue, 5 Mar 2019 09:24:43 GMT",
"version": "v1"
},
{
"created": "Mon, 19 Aug 2019 10:43:20 GMT",
"version": "v2"
}
] | 2019-08-20 | [
[
"Borg",
"Markus",
""
],
[
"Svensson",
"Oscar",
""
],
[
"Berg",
"Kristian",
""
],
[
"Hansson",
"Daniel",
""
]
] | Numerous empirical software engineering studies rely on detailed information about bugs. While issue trackers often contain information about when bugs were fixed, details about when they were introduced to the system are often absent. As a remedy, researchers often rely on the SZZ algorithm as a heuristic approach to ... |
1802.09924 | J. G. Wolff | J Gerard Wolff | Introduction to the SP theory of intelligence | null | null | null | null | cs.AI | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | This article provides a brief introduction to the "Theory of Intelligence"
and its realisation in the "SP Computer Model". The overall goal of the SP
programme of research, in accordance with long-established principles in
science, has been the simplification and integration of observations and
concepts across artifi... | [
{
"created": "Sat, 24 Feb 2018 17:25:43 GMT",
"version": "v1"
}
] | 2018-02-28 | [
[
"Wolff",
"J Gerard",
""
]
] | This article provides a brief introduction to the "Theory of Intelligence" and its realisation in the "SP Computer Model". The overall goal of the SP programme of research, in accordance with long-established principles in science, has been the simplification and integration of observations and concepts across artifici... |
1504.06836 | Michael Brim | Michael J. Brim, Joshua K. Lothian | Monitoring Extreme-scale Lustre Toolkit | International Workshop on the Lustre Ecosystem: Challenges and
Opportunities, March 2015, Annapolis MD | null | null | null | cs.DC cs.OS | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | We discuss the design and ongoing development of the Monitoring Extreme-scale
Lustre Toolkit (MELT), a unified Lustre performance monitoring and analysis
infrastructure that provides continuous, low-overhead summary information on
the health and performance of Lustre, as well as on-demand, in- depth problem
diagnosis... | [
{
"created": "Sun, 26 Apr 2015 14:57:05 GMT",
"version": "v1"
}
] | 2015-04-28 | [
[
"Brim",
"Michael J.",
""
],
[
"Lothian",
"Joshua K.",
""
]
] | We discuss the design and ongoing development of the Monitoring Extreme-scale Lustre Toolkit (MELT), a unified Lustre performance monitoring and analysis infrastructure that provides continuous, low-overhead summary information on the health and performance of Lustre, as well as on-demand, in- depth problem diagnosis a... |
2203.11343 | Jeongju Sohn | Jeongju Sohn, Mike Papadakis | Using Evolutionary Coupling to Establish Relevance Links Between Tests
and Code Units. A case study on fault localization | null | null | null | null | cs.SE | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Many software engineering techniques, such as fault localization, operate
based on relevance relationships between tests and code. These relationships
are often inferred through the use of dynamic test execution information (test
execution traces) that approximate the link between relevant code units and
asserted, by... | [
{
"created": "Mon, 21 Mar 2022 21:15:02 GMT",
"version": "v1"
}
] | 2022-03-23 | [
[
"Sohn",
"Jeongju",
""
],
[
"Papadakis",
"Mike",
""
]
] | Many software engineering techniques, such as fault localization, operate based on relevance relationships between tests and code. These relationships are often inferred through the use of dynamic test execution information (test execution traces) that approximate the link between relevant code units and asserted, by t... |
2306.05189 | Yingjun Du | Yingjun Du, Jiayi Shen, Xiantong Zhen, Cees G.M. Snoek | EMO: Episodic Memory Optimization for Few-Shot Meta-Learning | Accepted by CoLLAs 2023 | null | null | null | cs.LG | http://creativecommons.org/licenses/by/4.0/ | Few-shot meta-learning presents a challenge for gradient descent optimization
due to the limited number of training samples per task. To address this issue,
we propose an episodic memory optimization for meta-learning, we call EMO,
which is inspired by the human ability to recall past learning experiences from
the br... | [
{
"created": "Thu, 8 Jun 2023 13:39:08 GMT",
"version": "v1"
},
{
"created": "Tue, 13 Jun 2023 06:39:25 GMT",
"version": "v2"
},
{
"created": "Mon, 26 Jun 2023 18:36:32 GMT",
"version": "v3"
}
] | 2023-06-28 | [
[
"Du",
"Yingjun",
""
],
[
"Shen",
"Jiayi",
""
],
[
"Zhen",
"Xiantong",
""
],
[
"Snoek",
"Cees G. M.",
""
]
] | Few-shot meta-learning presents a challenge for gradient descent optimization due to the limited number of training samples per task. To address this issue, we propose an episodic memory optimization for meta-learning, we call EMO, which is inspired by the human ability to recall past learning experiences from the brai... |
2309.14339 | Nirat Saini | Nirat Saini, Hanyu Wang, Archana Swaminathan, Vinoj Jayasundara, Bo
He, Kamal Gupta, Abhinav Shrivastava | Chop & Learn: Recognizing and Generating Object-State Compositions | To appear at ICCV 2023 | null | null | null | cs.CV | http://creativecommons.org/licenses/by/4.0/ | Recognizing and generating object-state compositions has been a challenging
task, especially when generalizing to unseen compositions. In this paper, we
study the task of cutting objects in different styles and the resulting object
state changes. We propose a new benchmark suite Chop & Learn, to accommodate
the needs... | [
{
"created": "Mon, 25 Sep 2023 17:59:43 GMT",
"version": "v1"
}
] | 2023-09-26 | [
[
"Saini",
"Nirat",
""
],
[
"Wang",
"Hanyu",
""
],
[
"Swaminathan",
"Archana",
""
],
[
"Jayasundara",
"Vinoj",
""
],
[
"He",
"Bo",
""
],
[
"Gupta",
"Kamal",
""
],
[
"Shrivastava",
"Abhinav",
""
]
] | Recognizing and generating object-state compositions has been a challenging task, especially when generalizing to unseen compositions. In this paper, we study the task of cutting objects in different styles and the resulting object state changes. We propose a new benchmark suite Chop & Learn, to accommodate the needs o... |
1812.02770 | Imran Abbasi | Imran Hafeez Abbassi, Faiq Khalid, Semeen Rehman, Awais Mehmood
Kamboh, Axel Jantsch, Siddharth Garg and Muhammad Shafique | TrojanZero: Switching Activity-Aware Design of Undetectable Hardware
Trojans with Zero Power and Area Footprint | Design, Automation and Test in Europe (DATE 2019) | null | null | null | cs.CR cs.AR | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Conventional Hardware Trojan (HT) detection techniques are based on the
validation of integrated circuits to determine changes in their functionality,
and on non-invasive side-channel analysis to identify the variations in their
physical parameters. In particular, almost all the proposed side-channel
power-based dete... | [
{
"created": "Mon, 5 Nov 2018 10:48:44 GMT",
"version": "v1"
}
] | 2018-12-10 | [
[
"Abbassi",
"Imran Hafeez",
""
],
[
"Khalid",
"Faiq",
""
],
[
"Rehman",
"Semeen",
""
],
[
"Kamboh",
"Awais Mehmood",
""
],
[
"Jantsch",
"Axel",
""
],
[
"Garg",
"Siddharth",
""
],
[
"Shafique",
"Muhammad",
""... | Conventional Hardware Trojan (HT) detection techniques are based on the validation of integrated circuits to determine changes in their functionality, and on non-invasive side-channel analysis to identify the variations in their physical parameters. In particular, almost all the proposed side-channel power-based detect... |
2310.01693 | Matthew Finlayson | Matthew Finlayson, John Hewitt, Alexander Koller, Swabha Swayamdipta,
Ashish Sabharwal | Closing the Curious Case of Neural Text Degeneration | null | null | null | null | cs.CL | http://creativecommons.org/licenses/by/4.0/ | Despite their ubiquity in language generation, it remains unknown why
truncation sampling heuristics like nucleus sampling are so effective. We
provide a theoretical explanation for the effectiveness of the truncation
sampling by proving that truncation methods that discard tokens below some
probability threshold (th... | [
{
"created": "Mon, 2 Oct 2023 23:16:25 GMT",
"version": "v1"
}
] | 2023-10-04 | [
[
"Finlayson",
"Matthew",
""
],
[
"Hewitt",
"John",
""
],
[
"Koller",
"Alexander",
""
],
[
"Swayamdipta",
"Swabha",
""
],
[
"Sabharwal",
"Ashish",
""
]
] | Despite their ubiquity in language generation, it remains unknown why truncation sampling heuristics like nucleus sampling are so effective. We provide a theoretical explanation for the effectiveness of the truncation sampling by proving that truncation methods that discard tokens below some probability threshold (the ... |
2109.14638 | Moniba Keymanesh | Moniba Keymanesh, Micha Elsner, Srinivasan Parthasarathy | Privacy Policy Question Answering Assistant: A Query-Guided Extractive
Summarization Approach | 10 pages , 1 figure | null | null | null | cs.CL cs.CY cs.IR | http://creativecommons.org/licenses/by/4.0/ | Existing work on making privacy policies accessible has explored new
presentation forms such as color-coding based on the risk factors or
summarization to assist users with conscious agreement. To facilitate a more
personalized interaction with the policies, in this work, we propose an
automated privacy policy questi... | [
{
"created": "Wed, 29 Sep 2021 18:00:09 GMT",
"version": "v1"
}
] | 2021-10-01 | [
[
"Keymanesh",
"Moniba",
""
],
[
"Elsner",
"Micha",
""
],
[
"Parthasarathy",
"Srinivasan",
""
]
] | Existing work on making privacy policies accessible has explored new presentation forms such as color-coding based on the risk factors or summarization to assist users with conscious agreement. To facilitate a more personalized interaction with the policies, in this work, we propose an automated privacy policy question... |
2111.09858 | Christopher Hoang | Christopher Hoang, Sungryull Sohn, Jongwook Choi, Wilka Carvalho,
Honglak Lee | Successor Feature Landmarks for Long-Horizon Goal-Conditioned
Reinforcement Learning | NeurIPS 2021. Video and code at https://2016choang.github.io/sfl | null | null | null | cs.LG cs.AI cs.CV cs.RO | http://creativecommons.org/licenses/by/4.0/ | Operating in the real-world often requires agents to learn about a complex
environment and apply this understanding to achieve a breadth of goals. This
problem, known as goal-conditioned reinforcement learning (GCRL), becomes
especially challenging for long-horizon goals. Current methods have tackled
this problem by ... | [
{
"created": "Thu, 18 Nov 2021 18:36:05 GMT",
"version": "v1"
}
] | 2021-11-19 | [
[
"Hoang",
"Christopher",
""
],
[
"Sohn",
"Sungryull",
""
],
[
"Choi",
"Jongwook",
""
],
[
"Carvalho",
"Wilka",
""
],
[
"Lee",
"Honglak",
""
]
] | Operating in the real-world often requires agents to learn about a complex environment and apply this understanding to achieve a breadth of goals. This problem, known as goal-conditioned reinforcement learning (GCRL), becomes especially challenging for long-horizon goals. Current methods have tackled this problem by au... |
2003.06044 | Qile Zhu | Zhigang Dai, Jinhua Fu, Qile Zhu, Hengbin Cui, Xiaolong li, Yuan Qi | Local Contextual Attention with Hierarchical Structure for Dialogue Act
Recognition | null | null | null | null | cs.CL | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Dialogue act recognition is a fundamental task for an intelligent dialogue
system. Previous work models the whole dialog to predict dialog acts, which may
bring the noise from unrelated sentences. In this work, we design a
hierarchical model based on self-attention to capture intra-sentence and
inter-sentence informa... | [
{
"created": "Thu, 12 Mar 2020 22:26:11 GMT",
"version": "v1"
}
] | 2020-03-16 | [
[
"Dai",
"Zhigang",
""
],
[
"Fu",
"Jinhua",
""
],
[
"Zhu",
"Qile",
""
],
[
"Cui",
"Hengbin",
""
],
[
"li",
"Xiaolong",
""
],
[
"Qi",
"Yuan",
""
]
] | Dialogue act recognition is a fundamental task for an intelligent dialogue system. Previous work models the whole dialog to predict dialog acts, which may bring the noise from unrelated sentences. In this work, we design a hierarchical model based on self-attention to capture intra-sentence and inter-sentence informati... |
2007.00330 | Klemens Esterle | Klemens Esterle, Luis Gressenbuch, Alois Knoll | Formalizing Traffic Rules for Machine Interpretability | Published at IEEE Connected and Automated Vehicles Symposium (CAVS),
2020 | null | 10.1109/CAVS51000.2020.9334599 | null | cs.RO | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Autonomous vehicles need to be designed to abide by the same rules that
humans follow. This is challenging, because traffic rules are fuzzy and not
well defined, making them incomprehensible to machines. Satisfaction cannot be
incorporated in a planning component without proper formalization, nor can it
be monitored ... | [
{
"created": "Wed, 1 Jul 2020 08:50:47 GMT",
"version": "v1"
},
{
"created": "Tue, 29 Sep 2020 15:52:18 GMT",
"version": "v2"
}
] | 2021-02-08 | [
[
"Esterle",
"Klemens",
""
],
[
"Gressenbuch",
"Luis",
""
],
[
"Knoll",
"Alois",
""
]
] | Autonomous vehicles need to be designed to abide by the same rules that humans follow. This is challenging, because traffic rules are fuzzy and not well defined, making them incomprehensible to machines. Satisfaction cannot be incorporated in a planning component without proper formalization, nor can it be monitored an... |
2101.09619 | Pascual Juli\'an-Iranzo | Pascual Juli\'an-Iranzo and Fernando S\'aenz-P\'erez | Implementing WordNet Measures of Lexical Semantic Similarity in a Fuzzy
Logic Programming System | To be published in the Journal of Theory and Practice of Logic
Programming, 17 pages, 4 figures, 5 tables | null | null | null | cs.PL | http://creativecommons.org/licenses/by-nc-nd/4.0/ | This paper introduces techniques to integrate WordNet into a Fuzzy Logic
Programming system. Since WordNet relates words but does not give graded
information on the relation between them, we have implemented standard
similarity measures and new directives allowing the proximity equations linking
two words to be gener... | [
{
"created": "Sun, 24 Jan 2021 01:15:13 GMT",
"version": "v1"
}
] | 2021-01-26 | [
[
"Julián-Iranzo",
"Pascual",
""
],
[
"Sáenz-Pérez",
"Fernando",
""
]
] | This paper introduces techniques to integrate WordNet into a Fuzzy Logic Programming system. Since WordNet relates words but does not give graded information on the relation between them, we have implemented standard similarity measures and new directives allowing the proximity equations linking two words to be generat... |
1901.09575 | Xiandong Meng | Xiandong Meng, Xuan Deng, Shuyuan Zhu and Bing Zeng | Enhancing Quality for VVC Compressed Videos by Jointly Exploiting
Spatial Details and Temporal Structure | Accepted to IEEE International Conference on Image Processing (ICIP)
2019 | null | null | null | cs.CV | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | In this paper, we propose a quality enhancement network of versatile video
coding (VVC) compressed videos by jointly exploiting spatial details and
temporal structure (SDTS). The proposed network consists of a temporal
structure fusion subnet and a spatial detail enhancement subnet. The former
subnet is used to estim... | [
{
"created": "Mon, 28 Jan 2019 09:42:43 GMT",
"version": "v1"
},
{
"created": "Wed, 22 May 2019 05:30:06 GMT",
"version": "v2"
}
] | 2019-05-23 | [
[
"Meng",
"Xiandong",
""
],
[
"Deng",
"Xuan",
""
],
[
"Zhu",
"Shuyuan",
""
],
[
"Zeng",
"Bing",
""
]
] | In this paper, we propose a quality enhancement network of versatile video coding (VVC) compressed videos by jointly exploiting spatial details and temporal structure (SDTS). The proposed network consists of a temporal structure fusion subnet and a spatial detail enhancement subnet. The former subnet is used to estimat... |
2101.03919 | Sandareka Wickramanayake | Sandareka Wickramanayake, Wynne Hsu, Mong Li Lee | Comprehensible Convolutional Neural Networks via Guided Concept Learning | Accepted to IJCNN 2021 | null | null | null | cs.CV | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Learning concepts that are consistent with human perception is important for
Deep Neural Networks to win end-user trust. Post-hoc interpretation methods
lack transparency in the feature representations learned by the models. This
work proposes a guided learning approach with an additional concept layer in a
CNN- base... | [
{
"created": "Mon, 11 Jan 2021 14:35:16 GMT",
"version": "v1"
},
{
"created": "Mon, 24 May 2021 16:09:35 GMT",
"version": "v2"
}
] | 2021-05-25 | [
[
"Wickramanayake",
"Sandareka",
""
],
[
"Hsu",
"Wynne",
""
],
[
"Lee",
"Mong Li",
""
]
] | Learning concepts that are consistent with human perception is important for Deep Neural Networks to win end-user trust. Post-hoc interpretation methods lack transparency in the feature representations learned by the models. This work proposes a guided learning approach with an additional concept layer in a CNN- based ... |
1406.1244 | Stephan Holzer | Alexandra Hochuli, Stephan Holzer, Roger Wattenhofer | Distributed Approximation of Minimum Routing Cost Trees | null | null | null | null | cs.DC cs.DS | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | We study the NP-hard problem of approximating a Minimum Routing Cost Spanning
Tree in the message passing model with limited bandwidth (CONGEST model). In
this problem one tries to find a spanning tree of a graph $G$ over $n$ nodes
that minimizes the sum of distances between all pairs of nodes. In the
considered mode... | [
{
"created": "Thu, 5 Jun 2014 00:08:07 GMT",
"version": "v1"
}
] | 2014-06-06 | [
[
"Hochuli",
"Alexandra",
""
],
[
"Holzer",
"Stephan",
""
],
[
"Wattenhofer",
"Roger",
""
]
] | We study the NP-hard problem of approximating a Minimum Routing Cost Spanning Tree in the message passing model with limited bandwidth (CONGEST model). In this problem one tries to find a spanning tree of a graph $G$ over $n$ nodes that minimizes the sum of distances between all pairs of nodes. In the considered model ... |
2009.00596 | Salvatore Giorgi | Salvatore Giorgi, Sharath Chandra Guntuku, McKenzie
Himelein-Wachowiak, Amy Kwarteng, Sy Hwang, Muhammad Rahman, and Brenda
Curtis | Twitter Corpus of the #BlackLivesMatter Movement And Counter Protests:
2013 to 2021 | Published at the 16th International AAAI Conference on Web and Social
Media (ICWSM) 2022 | null | null | null | cs.SI cs.CL | http://creativecommons.org/licenses/by-nc-sa/4.0/ | Black Lives Matter (BLM) is a decentralized social movement protesting
violence against Black individuals and communities, with a focus on police
brutality. The movement gained significant attention following the killings of
Ahmaud Arbery, Breonna Taylor, and George Floyd in 2020. The #BlackLivesMatter
social media h... | [
{
"created": "Tue, 1 Sep 2020 17:37:39 GMT",
"version": "v1"
},
{
"created": "Mon, 28 Sep 2020 16:20:16 GMT",
"version": "v2"
},
{
"created": "Tue, 7 Jun 2022 15:45:39 GMT",
"version": "v3"
}
] | 2022-06-08 | [
[
"Giorgi",
"Salvatore",
""
],
[
"Guntuku",
"Sharath Chandra",
""
],
[
"Himelein-Wachowiak",
"McKenzie",
""
],
[
"Kwarteng",
"Amy",
""
],
[
"Hwang",
"Sy",
""
],
[
"Rahman",
"Muhammad",
""
],
[
"Curtis",
"Brenda",... | Black Lives Matter (BLM) is a decentralized social movement protesting violence against Black individuals and communities, with a focus on police brutality. The movement gained significant attention following the killings of Ahmaud Arbery, Breonna Taylor, and George Floyd in 2020. The #BlackLivesMatter social media has... |
2005.07445 | Tomer Berg Mr. | Tomer Berg, Ofer Shayevitz and Or Ordentlich | Binary Hypothesis Testing with Deterministic Finite-Memory Decision
Rules | To be presented at ISIT 2020 | null | null | null | cs.IT math.IT | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | In this paper we consider the problem of binary hypothesis testing with
finite memory systems. Let $X_1,X_2,\ldots$ be a sequence of independent
identically distributed Bernoulli random variables, with expectation $p$ under
$\mathcal{H}_0$ and $q$ under $\mathcal{H}_1$. Consider a finite-memory
deterministic machine ... | [
{
"created": "Fri, 15 May 2020 09:58:05 GMT",
"version": "v1"
}
] | 2020-05-18 | [
[
"Berg",
"Tomer",
""
],
[
"Shayevitz",
"Ofer",
""
],
[
"Ordentlich",
"Or",
""
]
] | In this paper we consider the problem of binary hypothesis testing with finite memory systems. Let $X_1,X_2,\ldots$ be a sequence of independent identically distributed Bernoulli random variables, with expectation $p$ under $\mathcal{H}_0$ and $q$ under $\mathcal{H}_1$. Consider a finite-memory deterministic machine wi... |
1202.0436 | David Richerby | Josep Diaz, Leslie Ann Goldberg, George B. Mertzios, David Richerby,
Maria Serna and Paul G. Spirakis | On the Fixation Probability of Superstars | Technical content remains the same but we have revised our
interpretation of the experimental data and changed the title accordingly. We
have included, as ancillary files, our c code (superstar.c) and also
documentation demonstrating its correctness (superstarfixprob-ancillary.pdf):
download the paper source pa... | Proceedings of the Royal Society A vol 469 no 2156 paper 20130193,
2013 | 10.1098/rspa.2013.0193 | null | cs.CE cs.SI q-bio.PE | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | The Moran process models the spread of genetic mutations through a
population. A mutant with relative fitness $r$ is introduced into a population
and the system evolves, either reaching fixation (in which every individual is
a mutant) or extinction (in which none is). In a widely cited paper (Nature,
2005), Lieberman... | [
{
"created": "Thu, 2 Feb 2012 14:13:30 GMT",
"version": "v1"
},
{
"created": "Thu, 29 Mar 2012 16:11:02 GMT",
"version": "v2"
}
] | 2013-08-01 | [
[
"Diaz",
"Josep",
""
],
[
"Goldberg",
"Leslie Ann",
""
],
[
"Mertzios",
"George B.",
""
],
[
"Richerby",
"David",
""
],
[
"Serna",
"Maria",
""
],
[
"Spirakis",
"Paul G.",
""
]
] | The Moran process models the spread of genetic mutations through a population. A mutant with relative fitness $r$ is introduced into a population and the system evolves, either reaching fixation (in which every individual is a mutant) or extinction (in which none is). In a widely cited paper (Nature, 2005), Lieberman, ... |
2210.10331 | Bahman Javadi | Quoc Lap Trieu, Bahman Javadi, Jim Basilakis, Adel N. Toosi | Performance Evaluation of Serverless Edge Computing for Machine Learning
Applications | null | null | null | null | cs.DC cs.PF | http://creativecommons.org/publicdomain/zero/1.0/ | Next generation technologies such as smart healthcare, self-driving cars, and
smart cities require new approaches to deal with the network traffic generated
by the Internet of Things (IoT) devices, as well as efficient programming
models to deploy machine learning techniques. Serverless edge computing is an
emerging ... | [
{
"created": "Wed, 19 Oct 2022 07:02:34 GMT",
"version": "v1"
}
] | 2022-10-20 | [
[
"Trieu",
"Quoc Lap",
""
],
[
"Javadi",
"Bahman",
""
],
[
"Basilakis",
"Jim",
""
],
[
"Toosi",
"Adel N.",
""
]
] | Next generation technologies such as smart healthcare, self-driving cars, and smart cities require new approaches to deal with the network traffic generated by the Internet of Things (IoT) devices, as well as efficient programming models to deploy machine learning techniques. Serverless edge computing is an emerging co... |
2401.15584 | Jipeng Guo | Jinlu Wang, Jipeng Guo, Yanfeng Sun, Junbin Gao, Shaofan Wang, Yachao
Yang, Baocai Yin | DGNN: Decoupled Graph Neural Networks with Structural Consistency
between Attribute and Graph Embedding Representations | null | null | null | null | cs.LG | http://creativecommons.org/licenses/by-nc-nd/4.0/ | Graph neural networks (GNNs) demonstrate a robust capability for
representation learning on graphs with complex structures, showcasing superior
performance in various applications. The majority of existing GNNs employ a
graph convolution operation by using both attribute and structure information
through coupled lear... | [
{
"created": "Sun, 28 Jan 2024 06:43:13 GMT",
"version": "v1"
}
] | 2024-01-30 | [
[
"Wang",
"Jinlu",
""
],
[
"Guo",
"Jipeng",
""
],
[
"Sun",
"Yanfeng",
""
],
[
"Gao",
"Junbin",
""
],
[
"Wang",
"Shaofan",
""
],
[
"Yang",
"Yachao",
""
],
[
"Yin",
"Baocai",
""
]
] | Graph neural networks (GNNs) demonstrate a robust capability for representation learning on graphs with complex structures, showcasing superior performance in various applications. The majority of existing GNNs employ a graph convolution operation by using both attribute and structure information through coupled learni... |
2202.01806 | Bo Jiang | Bo Jiang, Mohamed Seif, Ravi Tandon, Ming Li | Answering Count Queries for Genomic Data with Perfect Privacy | B. Jiang, M. Seif, R. Tandon and M. Li, "Answering Count Queries for
Genomic Data With Perfect Privacy," in IEEE Transactions on Information
Forensics and Security, vol. 18, pp. 3862-3875, 2023, doi:
10.1109/TIFS.2023.3288812 | TIFS.2023.3288812 | 10.1109/TIFS.2023.3288812 | null | cs.CR cs.IT math.IT | http://creativecommons.org/licenses/by/4.0/ | In this paper, we consider the problem of answering count queries for genomic
data subject to perfect privacy constraints. Count queries are often used in
applications that collect aggregate (population-wide) information from
biomedical Databases (DBs) for analysis, such as Genome-wide association
studies. Our goal i... | [
{
"created": "Thu, 3 Feb 2022 19:29:43 GMT",
"version": "v1"
},
{
"created": "Mon, 3 Jul 2023 08:43:43 GMT",
"version": "v2"
}
] | 2023-07-04 | [
[
"Jiang",
"Bo",
""
],
[
"Seif",
"Mohamed",
""
],
[
"Tandon",
"Ravi",
""
],
[
"Li",
"Ming",
""
]
] | In this paper, we consider the problem of answering count queries for genomic data subject to perfect privacy constraints. Count queries are often used in applications that collect aggregate (population-wide) information from biomedical Databases (DBs) for analysis, such as Genome-wide association studies. Our goal is ... |
2202.03568 | EPTCS | John Tang Boyland (University of Wisconsin-Milwaukee) | Evolution of SASyLF 2008-2021 | In Proceedings ThEdu'21, arXiv:2202.02144 | EPTCS 354, 2022, pp. 87-107 | 10.4204/EPTCS.354.7 | null | cs.LO cs.PL | http://creativecommons.org/licenses/by/4.0/ | SASyLF was released in 2008 and used as a proof assistant in courses at
several universities. It proved itself useful and has continued to be used, and
each iteration of use has encouraged further development: fixing bugs and
adding enhancements. This paper describes how SASyLF was developed while
keeping true to its... | [
{
"created": "Tue, 8 Feb 2022 00:08:42 GMT",
"version": "v1"
}
] | 2022-02-09 | [
[
"Boyland",
"John Tang",
"",
"University of Wisconsin-Milwaukee"
]
] | SASyLF was released in 2008 and used as a proof assistant in courses at several universities. It proved itself useful and has continued to be used, and each iteration of use has encouraged further development: fixing bugs and adding enhancements. This paper describes how SASyLF was developed while keeping true to its p... |
1912.00513 | Kai Yang | Kai Yang, Tao Fan, Tianjian Chen, Yuanming Shi, Qiang Yang | A Quasi-Newton Method Based Vertical Federated Learning Framework for
Logistic Regression | null | null | null | null | cs.LG stat.ML | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Data privacy and security becomes a major concern in building machine
learning models from different data providers. Federated learning shows promise
by leaving data at providers locally and exchanging encrypted information. This
paper studies the vertical federated learning structure for logistic regression
where th... | [
{
"created": "Sun, 1 Dec 2019 22:36:50 GMT",
"version": "v1"
},
{
"created": "Wed, 4 Dec 2019 02:18:12 GMT",
"version": "v2"
}
] | 2019-12-05 | [
[
"Yang",
"Kai",
""
],
[
"Fan",
"Tao",
""
],
[
"Chen",
"Tianjian",
""
],
[
"Shi",
"Yuanming",
""
],
[
"Yang",
"Qiang",
""
]
] | Data privacy and security becomes a major concern in building machine learning models from different data providers. Federated learning shows promise by leaving data at providers locally and exchanging encrypted information. This paper studies the vertical federated learning structure for logistic regression where the ... |
2301.08792 | Justus Hibshman | Justus I. Hibshman and Tim Weninger | Inherent Limits on Topology-Based Link Prediction | null | null | null | null | cs.SI | http://creativecommons.org/licenses/by/4.0/ | Link prediction systems (e.g. recommender systems) typically use graph
topology as one of their main sources of information. However, automorphisms
and related properties of graphs beget inherent limits in predictability. We
calculate hard upper bounds on how well graph topology alone enables link
prediction for a wi... | [
{
"created": "Fri, 20 Jan 2023 20:29:34 GMT",
"version": "v1"
},
{
"created": "Wed, 8 Feb 2023 18:39:55 GMT",
"version": "v2"
},
{
"created": "Mon, 26 Jun 2023 19:31:02 GMT",
"version": "v3"
}
] | 2023-06-28 | [
[
"Hibshman",
"Justus I.",
""
],
[
"Weninger",
"Tim",
""
]
] | Link prediction systems (e.g. recommender systems) typically use graph topology as one of their main sources of information. However, automorphisms and related properties of graphs beget inherent limits in predictability. We calculate hard upper bounds on how well graph topology alone enables link prediction for a wide... |
2307.05790 | Antonio Libri | W. A. Ahmad, A. Bartolini, F. Beneventi, L. Benini, A. Borghesi, M.
Cicala, P. Forestieri, C. Gianfreda, D. Gregori, A. Libri, F. Spiga, S. Tinti | Design of an energy aware petaflops class high performance cluster based
on power architecture | null | null | 10.1109/IPDPSW.2017.22 | null | cs.DC | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | In this paper we present D.A.V.I.D.E. (Development for an Added Value
Infrastructure Designed in Europe), an innovative and energy efficient High
Performance Computing cluster designed by E4 Computer Engineering for PRACE
(Partnership for Advanced Computing in Europe). D.A.V.I.D.E. is built using
best-in-class compon... | [
{
"created": "Tue, 11 Jul 2023 20:36:35 GMT",
"version": "v1"
}
] | 2023-07-13 | [
[
"Ahmad",
"W. A.",
""
],
[
"Bartolini",
"A.",
""
],
[
"Beneventi",
"F.",
""
],
[
"Benini",
"L.",
""
],
[
"Borghesi",
"A.",
""
],
[
"Cicala",
"M.",
""
],
[
"Forestieri",
"P.",
""
],
[
"Gianfreda",
... | In this paper we present D.A.V.I.D.E. (Development for an Added Value Infrastructure Designed in Europe), an innovative and energy efficient High Performance Computing cluster designed by E4 Computer Engineering for PRACE (Partnership for Advanced Computing in Europe). D.A.V.I.D.E. is built using best-in-class componen... |
2011.03705 | Indra Deep Mastan | Harshil Jain, Rohit Patil, Indra Deep Mastan, and Shanmuganathan Raman | Blind Motion Deblurring through SinGAN Architecture | Deep Internal Learning: Training with no prior examples. ECCV'2020
Workshop | null | null | null | cs.CV | http://creativecommons.org/licenses/by/4.0/ | Blind motion deblurring involves reconstructing a sharp image from an
observation that is blurry. It is a problem that is ill-posed and lies in the
categories of image restoration problems. The training data-based methods for
image deblurring mostly involve training models that take a lot of time. These
models are da... | [
{
"created": "Sat, 7 Nov 2020 06:09:16 GMT",
"version": "v1"
}
] | 2020-11-10 | [
[
"Jain",
"Harshil",
""
],
[
"Patil",
"Rohit",
""
],
[
"Mastan",
"Indra Deep",
""
],
[
"Raman",
"Shanmuganathan",
""
]
] | Blind motion deblurring involves reconstructing a sharp image from an observation that is blurry. It is a problem that is ill-posed and lies in the categories of image restoration problems. The training data-based methods for image deblurring mostly involve training models that take a lot of time. These models are data... |
2202.07559 | Robin Winter | Robin Winter, Marco Bertolini, Tuan Le, Frank No\'e, Djork-Arn\'e
Clevert | Unsupervised Learning of Group Invariant and Equivariant Representations | null | https://papers.nips.cc/paper_files/paper/2022/hash/cf3d7d8e79703fe947deffb587a83639-Abstract-Conference.html | null | null | cs.LG | http://creativecommons.org/licenses/by/4.0/ | Equivariant neural networks, whose hidden features transform according to
representations of a group G acting on the data, exhibit training efficiency
and an improved generalisation performance. In this work, we extend group
invariant and equivariant representation learning to the field of unsupervised
deep learning.... | [
{
"created": "Tue, 15 Feb 2022 16:44:21 GMT",
"version": "v1"
},
{
"created": "Thu, 15 Sep 2022 14:02:18 GMT",
"version": "v2"
},
{
"created": "Fri, 12 Apr 2024 13:16:54 GMT",
"version": "v3"
}
] | 2024-04-15 | [
[
"Winter",
"Robin",
""
],
[
"Bertolini",
"Marco",
""
],
[
"Le",
"Tuan",
""
],
[
"Noé",
"Frank",
""
],
[
"Clevert",
"Djork-Arné",
""
]
] | Equivariant neural networks, whose hidden features transform according to representations of a group G acting on the data, exhibit training efficiency and an improved generalisation performance. In this work, we extend group invariant and equivariant representation learning to the field of unsupervised deep learning. W... |
1902.02919 | Maneet Singh | Maneet Singh, Richa Singh, Arun Ross | A Comprehensive Overview of Biometric Fusion | Accepted for publication in Information Fusion | null | null | null | cs.CV | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | The performance of a biometric system that relies on a single biometric
modality (e.g., fingerprints only) is often stymied by various factors such as
poor data quality or limited scalability. Multibiometric systems utilize the
principle of fusion to combine information from multiple sources in order to
improve recog... | [
{
"created": "Fri, 8 Feb 2019 02:15:15 GMT",
"version": "v1"
}
] | 2019-02-11 | [
[
"Singh",
"Maneet",
""
],
[
"Singh",
"Richa",
""
],
[
"Ross",
"Arun",
""
]
] | The performance of a biometric system that relies on a single biometric modality (e.g., fingerprints only) is often stymied by various factors such as poor data quality or limited scalability. Multibiometric systems utilize the principle of fusion to combine information from multiple sources in order to improve recogni... |
2407.02862 | Vasilis Efthymiou | Nikolaos Fanourakis and Fatia Lekbour and Vasilis Efthymiou and
Guillaume Renton and Vassilis Christophides | HybEA: Hybrid Attention Models for Entity Alignment | null | null | null | null | cs.DB | http://creativecommons.org/licenses/by/4.0/ | The proliferation of Knowledge Graphs (KGs) that support a wide variety of
applications, like entity search, question answering and recommender systems,
has led to the need for identifying overlapping information among different
KGs. Entity Alignment (EA) is the problem of detecting such overlapping
information among... | [
{
"created": "Wed, 3 Jul 2024 07:22:20 GMT",
"version": "v1"
}
] | 2024-07-04 | [
[
"Fanourakis",
"Nikolaos",
""
],
[
"Lekbour",
"Fatia",
""
],
[
"Efthymiou",
"Vasilis",
""
],
[
"Renton",
"Guillaume",
""
],
[
"Christophides",
"Vassilis",
""
]
] | The proliferation of Knowledge Graphs (KGs) that support a wide variety of applications, like entity search, question answering and recommender systems, has led to the need for identifying overlapping information among different KGs. Entity Alignment (EA) is the problem of detecting such overlapping information among K... |
2302.06184 | Yanze Wang | Yanze Wang, Shanshan Li, Huikun Liu, He Zhang, Bo Pan | A Reference Architecture for Blockchain-based Traceability Systems Using
Domain-Driven Design and Microservices | 10 pages, 6 figures, Asia Pacific Structural Engineering and
Construction conference (APSEC) 2022 | null | null | null | cs.SE | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Traceability systems are important for solving problems due to the increasing
scale of the global supply chain, such as food safety crises and market
disorder. Blockchain, as an immutable and decentralized ledger, is able to
optimize the traditional traceability system by ensuring the transparency and
reliability of ... | [
{
"created": "Mon, 13 Feb 2023 08:38:01 GMT",
"version": "v1"
}
] | 2023-02-14 | [
[
"Wang",
"Yanze",
""
],
[
"Li",
"Shanshan",
""
],
[
"Liu",
"Huikun",
""
],
[
"Zhang",
"He",
""
],
[
"Pan",
"Bo",
""
]
] | Traceability systems are important for solving problems due to the increasing scale of the global supply chain, such as food safety crises and market disorder. Blockchain, as an immutable and decentralized ledger, is able to optimize the traditional traceability system by ensuring the transparency and reliability of th... |
2407.20694 | Zsigmond Benk\H{o} | Zsigmond Benk\H{o}, B\'alint Varga, Marcell Stippinger, Zolt\'an
Somogyv\'ari | Detecting Causality in the Frequency Domain with Cross-Mapping Coherence | null | null | null | null | cs.LG nlin.CD physics.data-an stat.ML | http://creativecommons.org/licenses/by/4.0/ | Understanding causal relationships within a system is crucial for uncovering
its underlying mechanisms. Causal discovery methods, which facilitate the
construction of such models from time-series data, hold the potential to
significantly advance scientific and engineering fields.
This study introduces the Cross-Map... | [
{
"created": "Tue, 30 Jul 2024 09:43:35 GMT",
"version": "v1"
}
] | 2024-07-31 | [
[
"Benkő",
"Zsigmond",
""
],
[
"Varga",
"Bálint",
""
],
[
"Stippinger",
"Marcell",
""
],
[
"Somogyvári",
"Zoltán",
""
]
] | Understanding causal relationships within a system is crucial for uncovering its underlying mechanisms. Causal discovery methods, which facilitate the construction of such models from time-series data, hold the potential to significantly advance scientific and engineering fields. This study introduces the Cross-Mapping... |
2402.02321 | Hongliang Chi | Hongliang Chi, Cong Qi, Suhang Wang, Yao Ma | Active Learning for Graphs with Noisy Structures | null | null | null | null | cs.LG | http://creativecommons.org/licenses/by/4.0/ | Graph Neural Networks (GNNs) have seen significant success in tasks such as
node classification, largely contingent upon the availability of sufficient
labeled nodes. Yet, the excessive cost of labeling large-scale graphs led to a
focus on active learning on graphs, which aims for effective data selection to
maximize... | [
{
"created": "Sun, 4 Feb 2024 02:23:45 GMT",
"version": "v1"
}
] | 2024-02-06 | [
[
"Chi",
"Hongliang",
""
],
[
"Qi",
"Cong",
""
],
[
"Wang",
"Suhang",
""
],
[
"Ma",
"Yao",
""
]
] | Graph Neural Networks (GNNs) have seen significant success in tasks such as node classification, largely contingent upon the availability of sufficient labeled nodes. Yet, the excessive cost of labeling large-scale graphs led to a focus on active learning on graphs, which aims for effective data selection to maximize d... |
1210.2019 | Photios Stavrou | Charalambos D. Charalambous and Photios A. Stavrou | On the relation of nonanticipative rate distortion function and
filtering theory | 6 pages, 4 figures, final version submitted for publication at 12th
Biannual European Control Conference (ECC), 2013 | null | null | null | cs.IT cs.SY math.IT | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | In this paper the relation between nonanticipative rate distortion function
(RDF) and Bayesian filtering theory is investigated using the topology of weak
convergence of probability measures on Polish spaces. The relation is
established via an optimization on the space of conditional distributions of
the so-called di... | [
{
"created": "Sun, 7 Oct 2012 04:05:49 GMT",
"version": "v1"
},
{
"created": "Thu, 25 Apr 2013 22:05:48 GMT",
"version": "v2"
}
] | 2013-04-29 | [
[
"Charalambous",
"Charalambos D.",
""
],
[
"Stavrou",
"Photios A.",
""
]
] | In this paper the relation between nonanticipative rate distortion function (RDF) and Bayesian filtering theory is investigated using the topology of weak convergence of probability measures on Polish spaces. The relation is established via an optimization on the space of conditional distributions of the so-called dire... |
2309.14277 | Patrick Feeney | Patrick Feeney and Michael C. Hughes | SINCERE: Supervised Information Noise-Contrastive Estimation REvisited | null | null | null | null | cs.CV cs.LG | http://creativecommons.org/licenses/by/4.0/ | The information noise-contrastive estimation (InfoNCE) loss function provides
the basis of many self-supervised deep learning methods due to its strong
empirical results and theoretic motivation. Previous work suggests a supervised
contrastive (SupCon) loss to extend InfoNCE to learn from available class
labels. This... | [
{
"created": "Mon, 25 Sep 2023 16:40:56 GMT",
"version": "v1"
},
{
"created": "Fri, 16 Feb 2024 20:44:09 GMT",
"version": "v2"
},
{
"created": "Tue, 2 Jul 2024 16:02:39 GMT",
"version": "v3"
}
] | 2024-07-03 | [
[
"Feeney",
"Patrick",
""
],
[
"Hughes",
"Michael C.",
""
]
] | The information noise-contrastive estimation (InfoNCE) loss function provides the basis of many self-supervised deep learning methods due to its strong empirical results and theoretic motivation. Previous work suggests a supervised contrastive (SupCon) loss to extend InfoNCE to learn from available class labels. This S... |
2403.05770 | Bingqian Lin | Bingqian Lin, Yanxin Long, Yi Zhu, Fengda Zhu, Xiaodan Liang, Qixiang
Ye, Liang Lin | Towards Deviation-Robust Agent Navigation via Perturbation-Aware
Contrastive Learning | Accepted by TPAMI 2023 | IEEE Transactions on Pattern Analysis and Machine Intelligence
(TPAMI,2023) | 10.1109/TPAMI.2023.3273594 | null | cs.CV cs.AI cs.RO | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Vision-and-language navigation (VLN) asks an agent to follow a given language
instruction to navigate through a real 3D environment. Despite significant
advances, conventional VLN agents are trained typically under disturbance-free
environments and may easily fail in real-world scenarios, since they are
unaware of ho... | [
{
"created": "Sat, 9 Mar 2024 02:34:13 GMT",
"version": "v1"
}
] | 2024-03-12 | [
[
"Lin",
"Bingqian",
""
],
[
"Long",
"Yanxin",
""
],
[
"Zhu",
"Yi",
""
],
[
"Zhu",
"Fengda",
""
],
[
"Liang",
"Xiaodan",
""
],
[
"Ye",
"Qixiang",
""
],
[
"Lin",
"Liang",
""
]
] | Vision-and-language navigation (VLN) asks an agent to follow a given language instruction to navigate through a real 3D environment. Despite significant advances, conventional VLN agents are trained typically under disturbance-free environments and may easily fail in real-world scenarios, since they are unaware of how ... |
1607.07483 | Rasmus Fonseca | Rasmus Fonseca and Dominik Budday and Henry van den Bedem | Collision-Free Poisson Motion Planning in Ultra High-Dimensional
Molecular Conformation Spaces | 15 pages, 5 figures, submitted to WAFR16 | null | null | null | cs.RO | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | The function of protein, RNA, and DNA is modulated by fast, dynamic exchanges
between three-dimensional conformations. Conformational sampling of
biomolecules with exact and nullspace inverse kinematics, using rotatable bonds
as revolute joints and non-covalent interactions as holonomic constraints, can
accurately ch... | [
{
"created": "Mon, 25 Jul 2016 21:20:16 GMT",
"version": "v1"
}
] | 2016-07-27 | [
[
"Fonseca",
"Rasmus",
""
],
[
"Budday",
"Dominik",
""
],
[
"Bedem",
"Henry van den",
""
]
] | The function of protein, RNA, and DNA is modulated by fast, dynamic exchanges between three-dimensional conformations. Conformational sampling of biomolecules with exact and nullspace inverse kinematics, using rotatable bonds as revolute joints and non-covalent interactions as holonomic constraints, can accurately char... |
2403.16374 | Bin Fan | Yinke Dong, Haifeng Yuan, Hongkun Liu, Wei Jing, Fangzhen Li, Hongmin
Liu, Bin Fan | ProIn: Learning to Predict Trajectory Based on Progressive Interactions
for Autonomous Driving | null | null | null | null | cs.LG cs.CV cs.RO | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Accurate motion prediction of pedestrians, cyclists, and other surrounding
vehicles (all called agents) is very important for autonomous driving. Most
existing works capture map information through an one-stage interaction with
map by vector-based attention, to provide map constraints for social
interaction and multi... | [
{
"created": "Mon, 25 Mar 2024 02:38:34 GMT",
"version": "v1"
}
] | 2024-03-26 | [
[
"Dong",
"Yinke",
""
],
[
"Yuan",
"Haifeng",
""
],
[
"Liu",
"Hongkun",
""
],
[
"Jing",
"Wei",
""
],
[
"Li",
"Fangzhen",
""
],
[
"Liu",
"Hongmin",
""
],
[
"Fan",
"Bin",
""
]
] | Accurate motion prediction of pedestrians, cyclists, and other surrounding vehicles (all called agents) is very important for autonomous driving. Most existing works capture map information through an one-stage interaction with map by vector-based attention, to provide map constraints for social interaction and multi-m... |
2005.05635 | Xinyan Xiao | Hao Tian, Can Gao, Xinyan Xiao, Hao Liu, Bolei He, Hua Wu, Haifeng
Wang, Feng Wu | SKEP: Sentiment Knowledge Enhanced Pre-training for Sentiment Analysis | Accepted by ACL2020 | null | null | null | cs.CL | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Recently, sentiment analysis has seen remarkable advance with the help of
pre-training approaches. However, sentiment knowledge, such as sentiment words
and aspect-sentiment pairs, is ignored in the process of pre-training, despite
the fact that they are widely used in traditional sentiment analysis
approaches. In th... | [
{
"created": "Tue, 12 May 2020 09:23:32 GMT",
"version": "v1"
},
{
"created": "Wed, 20 May 2020 08:12:22 GMT",
"version": "v2"
}
] | 2020-05-21 | [
[
"Tian",
"Hao",
""
],
[
"Gao",
"Can",
""
],
[
"Xiao",
"Xinyan",
""
],
[
"Liu",
"Hao",
""
],
[
"He",
"Bolei",
""
],
[
"Wu",
"Hua",
""
],
[
"Wang",
"Haifeng",
""
],
[
"Wu",
"Feng",
""
]
] | Recently, sentiment analysis has seen remarkable advance with the help of pre-training approaches. However, sentiment knowledge, such as sentiment words and aspect-sentiment pairs, is ignored in the process of pre-training, despite the fact that they are widely used in traditional sentiment analysis approaches. In this... |
2006.06165 | David Shamma | David A. Shamma and Tony Dunnigan and Lyndon Kennedy | Automatic Photo to Ideophone Manga Matching | 6 pages, 5 figures | null | null | null | cs.HC cs.MM | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Photo applications offer tools for annotation via text and stickers.
Ideophones, mimetic and onomatopoeic words, which are common in graphic novels,
have yet to be explored for photo annotation use. We present a method for
automatic ideophone recommendation and positioning of the text on photos. These
annotations are... | [
{
"created": "Thu, 11 Jun 2020 03:01:43 GMT",
"version": "v1"
}
] | 2020-06-12 | [
[
"Shamma",
"David A.",
""
],
[
"Dunnigan",
"Tony",
""
],
[
"Kennedy",
"Lyndon",
""
]
] | Photo applications offer tools for annotation via text and stickers. Ideophones, mimetic and onomatopoeic words, which are common in graphic novels, have yet to be explored for photo annotation use. We present a method for automatic ideophone recommendation and positioning of the text on photos. These annotations are a... |
2312.02230 | Yunhui Jang | Yunhui Jang, Seul Lee, Sungsoo Ahn | A Simple and Scalable Representation for Graph Generation | International Conference on Learning Representations (ICLR) 2024 | null | null | null | cs.LG cs.AI | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Recently, there has been a surge of interest in employing neural networks for
graph generation, a fundamental statistical learning problem with critical
applications like molecule design and community analysis. However, most
approaches encounter significant limitations when generating large-scale
graphs. This is due ... | [
{
"created": "Mon, 4 Dec 2023 03:43:26 GMT",
"version": "v1"
},
{
"created": "Tue, 26 Mar 2024 05:10:53 GMT",
"version": "v2"
},
{
"created": "Tue, 30 Jul 2024 00:56:40 GMT",
"version": "v3"
}
] | 2024-07-31 | [
[
"Jang",
"Yunhui",
""
],
[
"Lee",
"Seul",
""
],
[
"Ahn",
"Sungsoo",
""
]
] | Recently, there has been a surge of interest in employing neural networks for graph generation, a fundamental statistical learning problem with critical applications like molecule design and community analysis. However, most approaches encounter significant limitations when generating large-scale graphs. This is due to... |
1811.09973 | Viswanathan Ramachandran | Viswanathan Ramachandran, Sibi Raj B Pillai, Vinod M Prabhakaran | Joint State Estimation and Communication over a State-Dependent Gaussian
Multiple Access Channel | 12 pages, Journal submission | null | null | null | cs.IT math.IT | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | A hybrid communication network with a common analog signal and an independent
digital data stream as input to each node in a multiple access network is
considered. The receiver/base-station has to estimate the analog signal with a
given fidelity, and decode the digital streams with a low error probability.
Treating t... | [
{
"created": "Sun, 25 Nov 2018 08:57:01 GMT",
"version": "v1"
}
] | 2018-11-27 | [
[
"Ramachandran",
"Viswanathan",
""
],
[
"Pillai",
"Sibi Raj B",
""
],
[
"Prabhakaran",
"Vinod M",
""
]
] | A hybrid communication network with a common analog signal and an independent digital data stream as input to each node in a multiple access network is considered. The receiver/base-station has to estimate the analog signal with a given fidelity, and decode the digital streams with a low error probability. Treating the... |
1401.6541 | Tao Yang | Tao Yang, Ziyang Meng, Guodong Shi, Yiguang Hong, Karl Henrik
Johansson | Network Synchronization with Nonlinear Dynamics and Switching
Interactions | 27 pages, 0 figures | null | null | null | cs.SY | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | This paper considers the synchronization problem for networks of coupled
nonlinear dynamical systems under switching communication topologies. Two types
of nonlinear agent dynamics are considered. The first one is non-expansive
dynamics (stable dynamics with a convex Lyapunov function $\varphi(\cdot)$) and
the second... | [
{
"created": "Sat, 25 Jan 2014 14:41:21 GMT",
"version": "v1"
},
{
"created": "Mon, 29 Dec 2014 07:01:30 GMT",
"version": "v2"
},
{
"created": "Mon, 24 Aug 2015 03:40:44 GMT",
"version": "v3"
}
] | 2015-08-25 | [
[
"Yang",
"Tao",
""
],
[
"Meng",
"Ziyang",
""
],
[
"Shi",
"Guodong",
""
],
[
"Hong",
"Yiguang",
""
],
[
"Johansson",
"Karl Henrik",
""
]
] | This paper considers the synchronization problem for networks of coupled nonlinear dynamical systems under switching communication topologies. Two types of nonlinear agent dynamics are considered. The first one is non-expansive dynamics (stable dynamics with a convex Lyapunov function $\varphi(\cdot)$) and the second o... |
2405.20305 | Himangi Mittal | Himangi Mittal, Nakul Agarwal, Shao-Yuan Lo, Kwonjoon Lee | Can't make an Omelette without Breaking some Eggs: Plausible Action
Anticipation using Large Video-Language Models | CVPR 2024 | null | null | null | cs.CV | http://creativecommons.org/licenses/by-nc-nd/4.0/ | We introduce PlausiVL, a large video-language model for anticipating action
sequences that are plausible in the real-world. While significant efforts have
been made towards anticipating future actions, prior approaches do not take
into account the aspect of plausibility in an action sequence. To address this
limitati... | [
{
"created": "Thu, 30 May 2024 17:50:08 GMT",
"version": "v1"
}
] | 2024-05-31 | [
[
"Mittal",
"Himangi",
""
],
[
"Agarwal",
"Nakul",
""
],
[
"Lo",
"Shao-Yuan",
""
],
[
"Lee",
"Kwonjoon",
""
]
] | We introduce PlausiVL, a large video-language model for anticipating action sequences that are plausible in the real-world. While significant efforts have been made towards anticipating future actions, prior approaches do not take into account the aspect of plausibility in an action sequence. To address this limitation... |
1910.04382 | Yang Liu | Yang Liu and David P. Helmbold | Online Learning Using Only Peer Prediction | null | null | null | null | cs.LG stat.ML | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | This paper considers a variant of the classical online learning problem with
expert predictions. Our model's differences and challenges are due to lacking
any direct feedback on the loss each expert incurs at each time step $t$. We
propose an approach that uses peer prediction and identify conditions where it
succeed... | [
{
"created": "Thu, 10 Oct 2019 06:19:30 GMT",
"version": "v1"
},
{
"created": "Sat, 4 Jan 2020 06:48:27 GMT",
"version": "v2"
}
] | 2020-01-07 | [
[
"Liu",
"Yang",
""
],
[
"Helmbold",
"David P.",
""
]
] | This paper considers a variant of the classical online learning problem with expert predictions. Our model's differences and challenges are due to lacking any direct feedback on the loss each expert incurs at each time step $t$. We propose an approach that uses peer prediction and identify conditions where it succeeds.... |
2106.14213 | Srikanth Chandar | Muvazima Mansoor, Srikanth Chandar, Ramamoorthy Srinath | AI based Presentation Creator With Customized Audio Content Delivery | null | null | null | null | cs.LG cs.AI cs.IR | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | In this paper, we propose an architecture to solve a novel problem statement
that has stemmed more so in recent times with an increase in demand for virtual
content delivery due to the COVID-19 pandemic. All educational institutions,
workplaces, research centers, etc. are trying to bridge the gap of
communication dur... | [
{
"created": "Sun, 27 Jun 2021 12:17:11 GMT",
"version": "v1"
}
] | 2021-06-29 | [
[
"Mansoor",
"Muvazima",
""
],
[
"Chandar",
"Srikanth",
""
],
[
"Srinath",
"Ramamoorthy",
""
]
] | In this paper, we propose an architecture to solve a novel problem statement that has stemmed more so in recent times with an increase in demand for virtual content delivery due to the COVID-19 pandemic. All educational institutions, workplaces, research centers, etc. are trying to bridge the gap of communication durin... |
2006.16867 | Matthias Rath | Matthias Rath and Alexandru Paul Condurache | Boosting Deep Neural Networks with Geometrical Prior Knowledge: A Survey | null | null | null | null | cs.CV cs.LG | http://creativecommons.org/licenses/by-nc-nd/4.0/ | Deep Neural Networks achieve state-of-the-art results in many different
problem settings by exploiting vast amounts of training data. However,
collecting, storing and - in the case of supervised learning - labelling the
data is expensive and time-consuming. Additionally, assessing the networks'
generalization abiliti... | [
{
"created": "Tue, 30 Jun 2020 14:56:05 GMT",
"version": "v1"
},
{
"created": "Fri, 3 Mar 2023 15:36:34 GMT",
"version": "v2"
}
] | 2023-03-06 | [
[
"Rath",
"Matthias",
""
],
[
"Condurache",
"Alexandru Paul",
""
]
] | Deep Neural Networks achieve state-of-the-art results in many different problem settings by exploiting vast amounts of training data. However, collecting, storing and - in the case of supervised learning - labelling the data is expensive and time-consuming. Additionally, assessing the networks' generalization abilities... |
1703.01601 | Gopal P. Sarma | Gopal P. Sarma | Doing Things Twice (Or Differently): Strategies to Identify Studies for
Targeted Validation | 4 pages | null | null | null | cs.CY cs.DL physics.soc-ph q-bio.OT | http://creativecommons.org/licenses/by/4.0/ | The "reproducibility crisis" has been a highly visible source of scientific
controversy and dispute. Here, I propose and review several avenues for
identifying and prioritizing research studies for the purpose of targeted
validation. Of the various proposals discussed, I identify scientific data
science as being a st... | [
{
"created": "Sun, 5 Mar 2017 15:00:10 GMT",
"version": "v1"
},
{
"created": "Sat, 21 Apr 2018 20:34:28 GMT",
"version": "v2"
}
] | 2018-04-24 | [
[
"Sarma",
"Gopal P.",
""
]
] | The "reproducibility crisis" has been a highly visible source of scientific controversy and dispute. Here, I propose and review several avenues for identifying and prioritizing research studies for the purpose of targeted validation. Of the various proposals discussed, I identify scientific data science as being a stra... |
1210.4293 | Angel Bravo | Angel Bravo-Santos, Petar M. Djuric | Communications with decode-and-forward relays in mesh networks | 23 pages, 5 figures | null | null | null | cs.IT math.IT | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | We consider mesh networks composed of groups of relaying nodes which operate
in decode-and-forward mode, where each node from a group relays information to
all the nodes in the next group. We study these networks in two setups, one
where the nodes have complete channel state information from the nodes that
transmit t... | [
{
"created": "Tue, 16 Oct 2012 08:21:20 GMT",
"version": "v1"
}
] | 2012-10-17 | [
[
"Bravo-Santos",
"Angel",
""
],
[
"Djuric",
"Petar M.",
""
]
] | We consider mesh networks composed of groups of relaying nodes which operate in decode-and-forward mode, where each node from a group relays information to all the nodes in the next group. We study these networks in two setups, one where the nodes have complete channel state information from the nodes that transmit to ... |
2005.13954 | Ciar\'an Dunne | Ciar\'an Dunne, J. B. Wells, Fairouz Kamareddine | Adding an Abstraction Barrier to ZF Set Theory | null | null | null | null | cs.LO | http://creativecommons.org/licenses/by/4.0/ | Much mathematical writing exists that is, explicitly or implicitly, based on
set theory, often Zermelo-Fraenkel set theory (ZF) or one of its variants. In
ZF, the domain of discourse contains only sets, and hence every mathematical
object must be a set. Consequently, in ZF, with the usual encoding of an
ordered pair ... | [
{
"created": "Thu, 28 May 2020 12:45:22 GMT",
"version": "v1"
}
] | 2020-05-29 | [
[
"Dunne",
"Ciarán",
""
],
[
"Wells",
"J. B.",
""
],
[
"Kamareddine",
"Fairouz",
""
]
] | Much mathematical writing exists that is, explicitly or implicitly, based on set theory, often Zermelo-Fraenkel set theory (ZF) or one of its variants. In ZF, the domain of discourse contains only sets, and hence every mathematical object must be a set. Consequently, in ZF, with the usual encoding of an ordered pair ${... |
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