Machine Learning

Authors and titles for September 2021

[1951] arXiv:2109.12860 (cross-list from cs.CL) [pdf, other]

Title: Classifying Dyads for Militarized Conflict Analysis

Niklas Stoehr, Lucas Torroba Hennigen, Samin Ahbab, Robert West, Ryan Cotterell

Comments: Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing (EMNLP)

Subjects: Computation and Language (cs.CL); Machine Learning (cs.LG); Social and Information Networks (cs.SI)

[1952] arXiv:2109.12872 (cross-list from cs.CV) [pdf, other]

Title: Meta-Aggregator: Learning to Aggregate for 1-bit Graph Neural Networks

Yongcheng Jing, Yiding Yang, Xinchao Wang, Mingli Song, Dacheng Tao

Comments: Accepted to ICCV 2021

Subjects: Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[1953] arXiv:2109.12888 (cross-list from cs.GR) [pdf, other]

Title: Mixed Integer Neural Inverse Design

Navid Ansari, Hans-Peter Seidel, Vahid Babaei

Subjects: Graphics (cs.GR); Machine Learning (cs.LG)

[1954] arXiv:2109.12894 (cross-list from cs.NE) [pdf, other]

Title: Training Spiking Neural Networks Using Lessons From Deep Learning

Jason K. Eshraghian, Max Ward, Emre Neftci, Xinxin Wang, Gregor Lenz, Girish Dwivedi, Mohammed Bennamoun, Doo Seok Jeong, Wei D. Lu

Subjects: Neural and Evolutionary Computing (cs.NE); Emerging Technologies (cs.ET); Machine Learning (cs.LG)

[1955] arXiv:2109.12960 (cross-list from stat.ML) [pdf, other]

Title: Ridgeless Interpolation with Shallow ReLU Networks in $1D$ is Nearest Neighbor Curvature Extrapolation and Provably Generalizes on Lipschitz Functions

Boris Hanin

Subjects: Machine Learning (stat.ML); Machine Learning (cs.LG)

[1956] arXiv:2109.12969 (cross-list from cs.CL) [pdf, other]

Title: Challenging the Semi-Supervised VAE Framework for Text Classification

Ghazi Felhi, Joseph Le Roux, Djamé Seddah

Comments: Accepted at the EMNLP 2021 Workshop on Insights from Negative Results

Subjects: Computation and Language (cs.CL); Machine Learning (cs.LG)

[1957] arXiv:2109.12974 (cross-list from cs.GT) [pdf, other]

Title: Bilateral Trade: A Regret Minimization Perspective

Nicolò Cesa-Bianchi, Tommaso Cesari, Roberto Colomboni, Federico Fusco, Stefano Leonardi

Comments: arXiv admin note: substantial text overlap with arXiv:2102.08754

Subjects: Computer Science and Game Theory (cs.GT); Machine Learning (cs.LG); Theoretical Economics (econ.TH)

[1958] arXiv:2109.12985 (cross-list from cs.IR) [pdf, other]

Title: Synerise at RecSys 2021: Twitter user engagement prediction with a fast neural model

Michał Daniluk, Jacek Dąbrowski, Barbara Rychalska, Konrad Gołuchowski

Subjects: Information Retrieval (cs.IR); Machine Learning (cs.LG)

[1959] arXiv:2109.12986 (cross-list from cs.CL) [pdf, other]

Title: Findings of the NLP4IF-2021 Shared Tasks on Fighting the COVID-19 Infodemic and Censorship Detection

Shaden Shaar, Firoj Alam, Giovanni Da San Martino, Alex Nikolov, Wajdi Zaghouani, Preslav Nakov, Anna Feldman

Comments: COVID-19, infodemic, harmfulness, check-worthiness, censorship, social media, tweets, Arabic, Bulgarian, English, Chinese

Journal-ref: NLP4IF-2021

Subjects: Computation and Language (cs.CL); Information Retrieval (cs.IR); Machine Learning (cs.LG); Social and Information Networks (cs.SI)

[1960] arXiv:2109.12987 (cross-list from cs.CL) [pdf, other]

Title: Overview of the CLEF--2021 CheckThat! Lab on Detecting Check-Worthy Claims, Previously Fact-Checked Claims, and Fake News

Preslav Nakov, Giovanni Da San Martino, Tamer Elsayed, Alberto Barrón-Cedeño, Rubén Míguez, Shaden Shaar, Firoj Alam, Fatima Haouari, Maram Hasanain, Watheq Mansour, Bayan Hamdan, Zien Sheikh Ali, Nikolay Babulkov, Alex Nikolov, Gautam Kishore Shahi, Julia Maria Struß, Thomas Mandl, Mucahid Kutlu, Yavuz Selim Kartal

Comments: Check-Worthiness Estimation, Fact-Checking, Veracity, Evidence-based Verification, Detecting Previously Fact-Checked Claims, Social Media Verification, Computational Journalism, COVID-19

Journal-ref: CLEF-2021

Subjects: Computation and Language (cs.CL); Information Retrieval (cs.IR); Machine Learning (cs.LG); Social and Information Networks (cs.SI)

[1961] arXiv:2109.12990 (cross-list from cs.GT) [pdf, other]

Title: Optimal Team Economic Decisions in Counter-Strike

Peter Xenopoulos, Bruno Coelho, Claudio Silva

Comments: Accepted to IJCAI 2021 AISA Workshop

Subjects: Computer Science and Game Theory (cs.GT); Machine Learning (cs.LG)

[1962] arXiv:2109.13004 (cross-list from stat.ML) [pdf, html, other]

Title: Optimising for Interpretability: Convolutional Dynamic Alignment Networks

Moritz Böhle, Mario Fritz, Bernt Schiele

Comments: Extension of "Convolutional Dynamic Alignment Networks for Interpretable Classifications" (Böhle et al., CVPR 2021). arXiv admin note: substantial text overlap with arXiv:2104.00032

Journal-ref: Published in IEEE Transactions on Pattern Analysis and Machine Intelligence (Volume 45, Issue: 6, 01 June 2023, Page(s): 7625 - 7638)

Subjects: Machine Learning (stat.ML); Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[1963] arXiv:2109.13006 (cross-list from cs.AI) [pdf, other]

Title: RuleBert: Teaching Soft Rules to Pre-trained Language Models

Mohammed Saeed, Naser Ahmadi, Preslav Nakov, Paolo Papotti

Comments: Logical reasoning, soft Horn rules, Transformers, pre-trained language models, combining symbolic and probabilistic methods, BERT

Journal-ref: EMNLP-2021

Subjects: Artificial Intelligence (cs.AI); Computation and Language (cs.CL); Machine Learning (cs.LG); Logic in Computer Science (cs.LO); Neural and Evolutionary Computing (cs.NE)

[1964] arXiv:2109.13016 (cross-list from cs.CV) [pdf, other]

Title: Semi-Supervised Adversarial Discriminative Domain Adaptation

Thai-Vu Nguyen, Anh Nguyen, Nghia Le, Bac Le

Comments: 14 pages, 5 figures

Subjects: Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[1965] arXiv:2109.13049 (cross-list from cs.DC) [pdf, other]

Title: A communication efficient distributed learning framework for smart environments

Lorenzo Valerio, Andrea Passarella, Marco Conti

Journal-ref: Elsevier Pervasive and Mobile Computing, Volume 41, October 2017, Pages 46-68

Subjects: Distributed, Parallel, and Cluster Computing (cs.DC); Machine Learning (cs.LG)

[1966] arXiv:2109.13050 (cross-list from cs.RO) [pdf, other]

Title: Learning of Parameters in Behavior Trees for Movement Skills

Matthias Mayr, Konstantinos Chatzilygeroudis, Faseeh Ahmad, Luigi Nardi, Volker Krueger

Comments: 8 pages, 5 figures, accepted at 2021 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)

Subjects: Robotics (cs.RO); Machine Learning (cs.LG)

[1967] arXiv:2109.13055 (cross-list from stat.ML) [pdf, other]

Title: Minimax Mixing Time of the Metropolis-Adjusted Langevin Algorithm for Log-Concave Sampling

Keru Wu, Scott Schmidler, Yuansi Chen

Comments: 63 pages, 2 figures

Journal-ref: Journal of Machine Learning Research, Vol. 23, No. 270, pp. 1-63 (2022)

Subjects: Machine Learning (stat.ML); Machine Learning (cs.LG); Computation (stat.CO)

[1968] arXiv:2109.13059 (cross-list from cs.CL) [pdf, other]

Title: Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations

Fangyu Liu, Yunlong Jiao, Jordan Massiah, Emine Yilmaz, Serhii Havrylov

Comments: ICLR 2022; code and models are released at this https URL

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI); Machine Learning (cs.LG)

[1969] arXiv:2109.13062 (cross-list from cs.NE) [pdf, other]

Title: Forecasting of COVID-19 Cases, Using an Evolutionary Neural Architecture Search Approach

Mahdi Rahbar, Samaneh Yazdani

Comments: 14 pages, 9 figures

Subjects: Neural and Evolutionary Computing (cs.NE); Machine Learning (cs.LG)

[1970] arXiv:2109.13090 (cross-list from cs.NE) [pdf, other]

Title: Oscillatory Fourier Neural Network: A Compact and Efficient Architecture for Sequential Processing

Bing Han, Cheng Wang, Kaushik Roy

Subjects: Neural and Evolutionary Computing (cs.NE); Machine Learning (cs.LG)

[1971] arXiv:2109.13096 (cross-list from physics.plasm-ph) [pdf, other]

Title: Learning Transport Processes with Machine Intelligence

Francesco Miniati, Gianluca Gregori

Subjects: Plasma Physics (physics.plasm-ph); Machine Learning (cs.LG)

[1972] arXiv:2109.13120 (cross-list from cs.CV) [pdf, other]

Title: An End-to-end Entangled Segmentation and Classification Convolutional Neural Network for Periodontitis Stage Grading from Periapical Radiographic Images

Tanjida Kabir, Chun-Teh Lee, Jiman Nelson, Sally Sheng, Hsiu-Wan Meng, Luyao Chen, Muhammad F Walji, Xioaqian Jiang, Shayan Shams

Comments: 8 pages, 8 figures, 5 tables

Subjects: Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[1973] arXiv:2109.13126 (cross-list from cs.CV) [pdf, other]

Title: GANiry: Bald-to-Hairy Translation Using CycleGAN

Fidan Samet, Oguz Bakir

Subjects: Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[1974] arXiv:2109.13137 (cross-list from cs.CL) [pdf, other]

Title: Mitigating Racial Biases in Toxic Language Detection with an Equity-Based Ensemble Framework

Matan Halevy, Camille Harris, Amy Bruckman, Diyi Yang, Ayanna Howard

Comments: Accepted to ACM EAAMO '21: this https URL Code available: this https URL

Subjects: Computation and Language (cs.CL); Machine Learning (cs.LG)

[1975] arXiv:2109.13164 (cross-list from stat.ML) [pdf, other]

Title: Multi-way Clustering and Discordance Analysis through Deep Collective Matrix Tri-Factorization

Ragunathan Mariappan, Vaibhav Rajan

Subjects: Machine Learning (stat.ML); Machine Learning (cs.LG)

[1976] arXiv:2109.13209 (cross-list from cs.CL) [pdf, other]

Title: FQuAD2.0: French Question Answering and knowing that you know nothing

Quentin Heinrich, Gautier Viaud, Wacim Belblidia

Comments: 12 pages, 2 figures

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI); Machine Learning (cs.LG)

[1977] arXiv:2109.13222 (cross-list from cs.CL) [pdf, other]

Title: Using Pause Information for More Accurate Entity Recognition

Sahas Dendukuri, Pooja Chitkara, Joel Ruben Antony Moniz, Xiao Yang, Manos Tsagkias, Stephen Pulman

Comments: Accepted at the 3rd Workshop on NLP for Conversational AI (EMNLP 2021)

Subjects: Computation and Language (cs.CL); Machine Learning (cs.LG)

[1978] arXiv:2109.13226 (cross-list from eess.AS) [pdf, other]

Title: BigSSL: Exploring the Frontier of Large-Scale Semi-Supervised Learning for Automatic Speech Recognition

Yu Zhang, Daniel S. Park, Wei Han, James Qin, Anmol Gulati, Joel Shor, Aren Jansen, Yuanzhong Xu, Yanping Huang, Shibo Wang, Zongwei Zhou, Bo Li, Min Ma, William Chan, Jiahui Yu, Yongqiang Wang, Liangliang Cao, Khe Chai Sim, Bhuvana Ramabhadran, Tara N. Sainath, Françoise Beaufays, Zhifeng Chen, Quoc V. Le, Chung-Cheng Chiu, Ruoming Pang, Yonghui Wu

Comments: 14 pages, 7 figures, 13 tables; v2: minor corrections, reference baselines and bibliography updated; v3: corrections based on reviewer feedback, bibliography updated

Subjects: Audio and Speech Processing (eess.AS); Computation and Language (cs.CL); Machine Learning (cs.LG); Sound (cs.SD)

[1979] arXiv:2109.13227 (cross-list from cs.CV) [pdf, other]

Title: TSM: Temporal Shift Module for Efficient and Scalable Video Understanding on Edge Device

Ji Lin, Chuang Gan, Kuan Wang, Song Han

Comments: Journal preprint of arXiv:1811.08383 (TPAMI, 2020). arXiv admin note: substantial text overlap with arXiv:1910.00932

Subjects: Computer Vision and Pattern Recognition (cs.CV); Hardware Architecture (cs.AR); Machine Learning (cs.LG)

[1980] arXiv:2109.13230 (cross-list from eess.IV) [pdf, other]

Title: The Impact of Domain Shift on Left and Right Ventricle Segmentation in Short Axis Cardiac MR Images

Devran Ugurlu, Esther Puyol-Anton, Bram Ruijsink, Alistair Young, Ines Machado, Kerstin Hammernik, Andrew P. King, Julia A. Schnabel

Comments: Accepted to STACOM 2021

Subjects: Image and Video Processing (eess.IV); Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[1981] arXiv:2109.13232 (cross-list from stat.ML) [pdf, other]

Title: Contributions to Large Scale Bayesian Inference and Adversarial Machine Learning

Víctor Gallego

Comments: PhD thesis

Subjects: Machine Learning (stat.ML); Machine Learning (cs.LG)

[1982] arXiv:2109.13247 (cross-list from hep-th) [pdf, other]

Title: The edge of chaos: quantum field theory and deep neural networks

Kevin T. Grosvenor, Ro Jefferson

Comments: Matches published version. Added appendix on NN-QFT dictionary. Various minor edits & improvements

Subjects: High Energy Physics - Theory (hep-th); Disordered Systems and Neural Networks (cond-mat.dis-nn); Machine Learning (cs.LG); Machine Learning (stat.ML)

[1983] arXiv:2109.13297 (cross-list from cs.CR) [pdf, other]

Title: GANG-MAM: GAN based enGine for Modifying Android Malware

Renjith G, Sonia Laudanna, Aji S, Corrado Aaron Visaggio, Vinod P

Subjects: Cryptography and Security (cs.CR); Artificial Intelligence (cs.AI); Machine Learning (cs.LG); Neural and Evolutionary Computing (cs.NE)

[1984] arXiv:2109.13301 (cross-list from cs.IR) [pdf, other]

Title: Exploring The Role of Local and Global Explanations in Recommender Systems

Marissa Radensky (1), Doug Downey (2 and 3), Kyle Lo (2), Zoran Popović (1), Daniel S. Weld (1 and 2) ((1) University of Washington, (2) Allen Institute for Artificial Intelligence, (3) Northwestern University)

Subjects: Information Retrieval (cs.IR); Human-Computer Interaction (cs.HC); Machine Learning (cs.LG)

[1985] arXiv:2109.13318 (cross-list from cs.CL) [pdf, other]

Title: Stochastic Transformer Networks with Linear Competing Units: Application to end-to-end SL Translation

Andreas Voskou, Konstantinos P. Panousis, Dimitrios Kosmopoulos, Dimitris N. Metaxas, Sotirios Chatzis

Comments: In Proceedings of ICCV 2021

Subjects: Computation and Language (cs.CL); Machine Learning (cs.LG)

[1986] arXiv:2109.13333 (cross-list from cs.RO) [pdf, other]

Title: Urban Driver: Learning to Drive from Real-world Demonstrations Using Policy Gradients

Oliver Scheel, Luca Bergamini, Maciej Wołczyk, Błażej Osiński, Peter Ondruska

Comments: CoRL 2021

Subjects: Robotics (cs.RO); Artificial Intelligence (cs.AI); Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[1987] arXiv:2109.13354 (cross-list from cs.MM) [pdf, other]

Title: Audio-to-Image Cross-Modal Generation

Maciej Żelaszczyk, Jacek Mańdziuk

Journal-ref: International Joint Conference on Neural Networks, IJCNN 2022, Padua, Italy, 1-8

Subjects: Multimedia (cs.MM); Machine Learning (cs.LG); Sound (cs.SD); Audio and Speech Processing (eess.AS)

[1988] arXiv:2109.13361 (cross-list from astro-ph.IM) [pdf, other]

Title: Graph Neural Network-based Resource Allocation Strategies for Multi-Object Spectroscopy

Tianshu Wang, Peter Melchior

Comments: The GNN code used in this paper is available at this https URL

Subjects: Instrumentation and Methods for Astrophysics (astro-ph.IM); Machine Learning (cs.LG)

[1989] arXiv:2109.13373 (cross-list from cs.HC) [pdf, other]

Title: Trustworthy AI and Robotics and the Implications for the AEC Industry: A Systematic Literature Review and Future Potentials

Newsha Emaminejad, Reza Akhavian

Subjects: Human-Computer Interaction (cs.HC); Artificial Intelligence (cs.AI); Machine Learning (cs.LG)

[1990] arXiv:2109.13391 (cross-list from math.OC) [pdf, other]

Title: Curvature-Aware Derivative-Free Optimization

Bumsu Kim, HanQin Cai, Daniel McKenzie, Wotao Yin

Comments: 31 pages, 9 figures

Subjects: Optimization and Control (math.OC); Machine Learning (cs.LG)

[1991] arXiv:2109.13417 (cross-list from cs.RO) [pdf, other]

Title: Interactive Dynamic Walking: Learning Gait Switching Policies with Generalization Guarantees

Prem Chand, Sushant Veer, Ioannis Poulakakis

Subjects: Robotics (cs.RO); Machine Learning (cs.LG); Systems and Control (eess.SY)

[1992] arXiv:2109.13425 (cross-list from eess.AS) [pdf, other]

Title: The JHU submission to VoxSRC-21: Track 3

Jejin Cho, Jesus Villalba, Najim Dehak

Subjects: Audio and Speech Processing (eess.AS); Machine Learning (cs.LG); Sound (cs.SD)

[1993] arXiv:2109.13432 (cross-list from cs.CV) [pdf, other]

Title: Warp-Refine Propagation: Semi-Supervised Auto-labeling via Cycle-consistency

Aditya Ganeshan, Alexis Vallet, Yasunori Kudo, Shin-ichi Maeda, Tommi Kerola, Rares Ambrus, Dennis Park, Adrien Gaidon

Comments: 16 pages, 12 figures, including supplementary material. To be published in ICCV 2021

Subjects: Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[1994] arXiv:2109.13445 (cross-list from cs.CV) [pdf, other]

Title: Emergent Neural Network Mechanisms for Generalization to Objects in Novel Orientations

Avi Cooper, Xavier Boix, Daniel Harari, Spandan Madan, Hanspeter Pfister, Tomotake Sasaki, Pawan Sinha

Subjects: Computer Vision and Pattern Recognition (cs.CV); Artificial Intelligence (cs.AI); Machine Learning (cs.LG); Neurons and Cognition (q-bio.NC); Machine Learning (stat.ML)

[1995] arXiv:2109.13452 (cross-list from cs.DB) [pdf, other]

Title: CateCom: a practical data-centric approach to categorization of computational models

Alexander Zech, Timur Bazhirov

Comments: 21 pages, 4 figures, 2 tables

Subjects: Databases (cs.DB); Materials Science (cond-mat.mtrl-sci); Computational Engineering, Finance, and Science (cs.CE); Machine Learning (cs.LG)

[1996] arXiv:2109.13471 (cross-list from stat.ME) [pdf, other]

Title: An Automated Approach to Causal Inference in Discrete Settings

Guilherme Duarte, Noam Finkelstein, Dean Knox, Jonathan Mummolo, Ilya Shpitser

Comments: 26 pages, 6 figures

Subjects: Methodology (stat.ME); Machine Learning (cs.LG); Computation (stat.CO); Machine Learning (stat.ML)

[1997] arXiv:2109.13483 (cross-list from eess.IV) [pdf, other]

Title: Metal Artifact Reduction in 2D CT Images with Self-supervised Cross-domain Learning

Lequan Yu, Zhicheng Zhang, Xiaomeng Li, Hongyi Ren, Wei Zhao, Lei Xing

Comments: Accepted by PMB

Subjects: Image and Video Processing (eess.IV); Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG); Medical Physics (physics.med-ph)

[1998] arXiv:2109.13497 (cross-list from cs.CL) [pdf, other]

Title: Instance-Based Neural Dependency Parsing

Hiroki Ouchi, Jun Suzuki, Sosuke Kobayashi, Sho Yokoi, Tatsuki Kuribayashi, Masashi Yoshikawa, Kentaro Inui

Comments: 15 pages, accepted to TACL 2021

Subjects: Computation and Language (cs.CL); Machine Learning (cs.LG)

[1999] arXiv:2109.13514 (cross-list from cs.CV) [pdf, other]

Title: Random Dilated Shapelet Transform: A New Approach for Time Series Shapelets

Antoine Guillaume, Christel Vrain, Elloumi Wael

Subjects: Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[2000] arXiv:2109.13527 (cross-list from cs.IR) [pdf, other]

Title: Concept-Aware Denoising Graph Neural Network for Micro-Video Recommendation

Yiyu Liu, Qian Liu, Yu Tian, Changping Wang, Yanan Niu, Yang Song, Chenliang Li

Comments: 9 pages

Subjects: Information Retrieval (cs.IR); Machine Learning (cs.LG)