Machine Learning

Authors and titles for September 2021

[1251] arXiv:2109.03930 (cross-list from econ.GN) [pdf, other]

Title: Matrix Completion of World Trade

Gnecco Giorgio, Nutarelli Federico, Riccaboni Massimo

Comments: The main paper contains 11 pages with the Appendix. Supplemental material is also reported

Subjects: General Economics (econ.GN); Machine Learning (cs.LG)

[1252] arXiv:2109.03941 (cross-list from cs.CL) [pdf, other]

Title: Unsupervised Pre-training with Structured Knowledge for Improving Natural Language Inference

Xiaoyu Yang, Xiaodan Zhu, Zhan Shi, Tianda Li

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

[1253] arXiv:2109.03955 (cross-list from cs.DL) [pdf, other]

Title: NU:BRIEF -- A Privacy-aware Newsletter Personalization Engine for Publishers

Ernesto Diaz-Aviles, Claudia Orellana-Rodriguez, Igor Brigadir, Reshma Narayanan Kutty

Comments: Fifteenth ACM Conference on Recommender Systems (RecSys '21), September 27-October 1, 2021, Amsterdam, Netherlands

Subjects: Digital Libraries (cs.DL); Computers and Society (cs.CY); Human-Computer Interaction (cs.HC); Information Retrieval (cs.IR); Machine Learning (cs.LG)

[1254] arXiv:2109.03956 (cross-list from math.NA) [pdf, other]

Title: AdjointNet: Constraining machine learning models with physics-based codes

Satish Karra, Bulbul Ahmmed, Maruti K. Mudunuru

Subjects: Numerical Analysis (math.NA); Machine Learning (cs.LG); Computational Physics (physics.comp-ph); Fluid Dynamics (physics.flu-dyn)

[1255] arXiv:2109.03973 (cross-list from math.OC) [pdf, other]

Title: Iterated Vector Fields and Conservatism, with Applications to Federated Learning

Zachary Charles, Keith Rush

Subjects: Optimization and Control (math.OC); Distributed, Parallel, and Cluster Computing (cs.DC); Machine Learning (cs.LG); Classical Analysis and ODEs (math.CA)

[1256] arXiv:2109.03974 (cross-list from math.OC) [pdf, other]

Title: Constants of Motion: The Antidote to Chaos in Optimization and Game Dynamics

Georgios Piliouras, Xiao Wang

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

[1257] arXiv:2109.03989 (cross-list from cs.CR) [pdf, other]

Title: Detecting Attacks on IoT Devices using Featureless 1D-CNN

Arshiya Khan, Chase Cotton

Journal-ref: IEEE International Conference on Cyber Security and Resilience (CSR), 2021, pp. 461-466

Subjects: Cryptography and Security (cs.CR); Machine Learning (cs.LG)

[1258] arXiv:2109.03991 (cross-list from cs.SE) [pdf, other]

Title: The challenge of reproducible ML: an empirical study on the impact of bugs

Emilio Rivera-Landos, Foutse Khomh, Amin Nikanjam

Subjects: Software Engineering (cs.SE); Machine Learning (cs.LG)

[1259] arXiv:2109.03992 (cross-list from math.NA) [pdf, other]

Title: Stationary Density Estimation of It\^o Diffusions Using Deep Learning

Yiqi Gu, John Harlim, Senwei Liang, Haizhao Yang

Subjects: Numerical Analysis (math.NA); Machine Learning (cs.LG); Dynamical Systems (math.DS)

[1260] arXiv:2109.03999 (cross-list from cs.DC) [pdf, other]

Title: Towards Efficient Synchronous Federated Training: A Survey on System Optimization Strategies

Zhifeng Jiang, Wei Wang, Bo Li, Qiang Yang

Comments: This article has been accepted for publication in IEEE Transactions on Big Data. This is the author's version which has not been fully edited and content may change prior to final publication

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

[1261] arXiv:2109.04001 (cross-list from q-fin.PR) [pdf, other]

Title: Deep Reinforcement Learning for Equal Risk Pricing and Hedging under Dynamic Expectile Risk Measures

Saeed Marzban, Erick Delage, Jonathan Yumeng Li

Subjects: Pricing of Securities (q-fin.PR); Machine Learning (cs.LG)

[1262] arXiv:2109.04007 (cross-list from cond-mat.mtrl-sci) [pdf, other]

Title: MaterialsAtlas.org: A Materials Informatics Web App Platform for Materials Discovery and Survey of State-of-the-Art

Jianjun Hu, Stanislav Stefanov, Yuqi Song, Sadman Sadeed Omee, Steph-Yves Louis, Edirisuriya M. D. Siriwardane, Yong Zhao

Comments: 16 pages

Subjects: Materials Science (cond-mat.mtrl-sci); Machine Learning (cs.LG)

[1263] arXiv:2109.04010 (cross-list from stat.ML) [pdf, other]

Title: Popularity Adjusted Block Models are Generalized Random Dot Product Graphs

John Koo, Minh Tang, Michael W. Trosset

Comments: 36 pages, 9 figures

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

[1264] arXiv:2109.04020 (cross-list from cs.CL) [pdf, other]

Title: Distributionally Robust Multilingual Machine Translation

Chunting Zhou, Daniel Levy, Xian Li, Marjan Ghazvininejad, Graham Neubig

Comments: Long paper accepted by EMNLP2021 main conference

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

[1265] arXiv:2109.04029 (cross-list from cs.CR) [pdf, other]

Title: Automated Security Assessment for the Internet of Things

Xuanyu Duan, Mengmeng Ge, Triet H. M. Le, Faheem Ullah, Shang Gao, Xuequan Lu, M. Ali Babar

Comments: Accepted for publication at the 26th IEEE Pacific Rim International Symposium on Dependable Computing (PRDC 2021)

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

[1266] arXiv:2109.04053 (cross-list from cs.CL) [pdf, other]

Title: Table-based Fact Verification with Salience-aware Learning

Fei Wang, Kexuan Sun, Jay Pujara, Pedro Szekely, Muhao Chen

Comments: EMNLP 2021 (Findings)

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

[1267] arXiv:2109.04081 (cross-list from cs.SD) [pdf, other]

Title: DeepEMO: Deep Learning for Speech Emotion Recognition

Enkhtogtokh Togootogtokh, Christian Klasen

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

[1268] arXiv:2109.04086 (cross-list from cs.DL) [pdf, other]

Title: Mapping the Structure and Evolution of Software Testing Research Over the Past Three Decades

Alireza Salahirad, Gregory Gay, Ehsan Mohammadi

Comments: To appear, Journal of Systems and Software

Subjects: Digital Libraries (cs.DL); Machine Learning (cs.LG); Software Engineering (cs.SE)

[1269] arXiv:2109.04114 (cross-list from cs.CL) [pdf, other]

Title: Fixing exposure bias with imitation learning needs powerful oracles

Luca Hormann, Artem Sokolov

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

[1270] arXiv:2109.04149 (cross-list from cs.MA) [pdf, other]

Title: DROP: Deep relocating option policy for optimal ride-hailing vehicle repositioning

Xinwu Qian, Shuocheng Guo, Vaneet Aggarwal

Subjects: Multiagent Systems (cs.MA); Artificial Intelligence (cs.AI); Machine Learning (cs.LG)

[1271] arXiv:2109.04153 (cross-list from cs.CV) [pdf, other]

Title: Single Image 3D Object Estimation with Primitive Graph Networks

Qian He, Desen Zhou, Bo Wan, Xuming He

Comments: Accepted by ACM MM'21

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

[1272] arXiv:2109.04188 (cross-list from eess.IV) [pdf, other]

Title: Towards Fully Automated Segmentation of Rat Cardiac MRI by Leveraging Deep Learning Frameworks

Daniel Fernandez-Llaneza, Andrea Gondova, Harris Vince, Arijit Patra, Magdalena Zurek, Peter Konings, Patrik Kagelid, Leif Hultin

Comments: 29 pages + 22 pages (supplementary information), 8 figures + 8 supplementary figures

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

[1273] arXiv:2109.04202 (cross-list from q-bio.QM) [pdf, other]

Title: IMG2SMI: Translating Molecular Structure Images to Simplified Molecular-input Line-entry System

Daniel Campos, Heng Ji

Subjects: Quantitative Methods (q-bio.QM); Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG); Image and Video Processing (eess.IV)

[1274] arXiv:2109.04206 (cross-list from cs.SI) [pdf, other]

Title: QUINT: Node embedding using network hashing

Debajyoti Bera, Rameshwar Pratap, Bhisham Dev Verma, Biswadeep Sen, Tanmoy Chakraborty

Comments: Accepted in IEEE TKDE

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

[1275] arXiv:2109.04228 (cross-list from math.OC) [pdf, other]

Title: Coordinate Descent Methods for DC Minimization: Optimality Conditions and Global Convergence

Ganzhao Yuan

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

[1276] arXiv:2109.04230 (cross-list from cs.CY) [pdf, other]

Title: A Systematic Approach to Group Fairness in Automated Decision Making

Corinna Hertweck, Christoph Heitz

Comments: Accepted full paper at SDS2021, the 8th Swiss Conference on Data Science

Journal-ref: In 2021 8th Swiss Conference on Data Science (SDS) (pp. 1-6). IEEE (2021)

Subjects: Computers and Society (cs.CY); Machine Learning (cs.LG)

[1277] arXiv:2109.04235 (cross-list from eess.SP) [pdf, other]

Title: EEGDnet: Fusing Non-Local and Local Self-Similarity for 1-D EEG Signal Denoising with 2-D Transformer

Peng Yi, Kecheng Chen, Zhaoqi Ma, Di Zhao, Xiaorong Pu, Yazhou Ren

Subjects: Signal Processing (eess.SP); Machine Learning (cs.LG)

[1278] arXiv:2109.04244 (cross-list from stat.ML) [pdf, other]

Title: Supervised Linear Dimension-Reduction Methods: Review, Extensions, and Comparisons

Shaojie Xu, Joel Vaughan, Jie Chen, Agus Sudjianto, Vijayan Nair

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

[1279] arXiv:2109.04253 (cross-list from cs.CR) [pdf, other]

Title: Dubhe: Towards Data Unbiasedness with Homomorphic Encryption in Federated Learning Client Selection

Shulai Zhang, Zirui Li, Quan Chen, Wenli Zheng, Jingwen Leng, Minyi Guo

Comments: 10 pages

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

[1280] arXiv:2109.04260 (cross-list from cs.MM) [pdf, other]

Title: Online Enhanced Semantic Hashing: Towards Effective and Efficient Retrieval for Streaming Multi-Modal Data

Xiao-Ming Wu, Xin Luo, Yu-Wei Zhan, Chen-Lu Ding, Zhen-Duo Chen, Xin-Shun Xu

Comments: 9 pages, 5 figures

Subjects: Multimedia (cs.MM); Machine Learning (cs.LG)

[1281] arXiv:2109.04261 (cross-list from q-bio.NC) [pdf, other]

Title: Learning cortical representations through perturbed and adversarial dreaming

Nicolas Deperrois, Mihai A. Petrovici, Walter Senn, Jakob Jordan

Comments: 35 pages, 15 figures; ; Jakob Jordan and Walter Senn share senior authorship

Subjects: Neurons and Cognition (q-bio.NC); Machine Learning (cs.LG)

[1282] arXiv:2109.04282 (cross-list from cs.CL) [pdf, other]

Title: Cartography Active Learning

Mike Zhang, Barbara Plank

Comments: In Findings EMNLP 2021

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

[1283] arXiv:2109.04284 (cross-list from cs.CV) [pdf, other]

Title: Towards Robust Cross-domain Image Understanding with Unsupervised Noise Removal

Lei Zhu, Zhaojing Luo, Wei Wang, Meihui Zhang, Gang Chen, Kaiping Zheng

Comments: 10 pages, 7 figures

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

[1284] arXiv:2109.04298 (cross-list from quant-ph) [pdf, other]

Title: Quantum Machine Learning for Finance

Marco Pistoia, Syed Farhan Ahmad, Akshay Ajagekar, Alexander Buts, Shouvanik Chakrabarti, Dylan Herman, Shaohan Hu, Andrew Jena, Pierre Minssen, Pradeep Niroula, Arthur Rattew, Yue Sun, Romina Yalovetzky

Subjects: Quantum Physics (quant-ph); Machine Learning (cs.LG)

[1285] arXiv:2109.04306 (cross-list from cs.CR) [pdf, other]

Title: Social Media Monitoring for IoT Cyber-Threats

Sofia Alevizopoulou, Paris Koloveas, Christos Tryfonopoulos, Paraskevi Raftopoulou

Comments: 6 pages, 2 figures

Journal-ref: 2021 IEEE International Conference on Cyber Security and Resilience (CSR)

Subjects: Cryptography and Security (cs.CR); Machine Learning (cs.LG)

[1286] arXiv:2109.04312 (cross-list from cs.CL) [pdf, other]

Title: MATE: Multi-view Attention for Table Transformer Efficiency

Julian Martin Eisenschlos, Maharshi Gor, Thomas Müller, William W. Cohen

Comments: Accepted to EMNLP 2021

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

[1287] arXiv:2109.04319 (cross-list from cs.CL) [pdf, other]

Title: Translate & Fill: Improving Zero-Shot Multilingual Semantic Parsing with Synthetic Data

Massimo Nicosia, Zhongdi Qu, Yasemin Altun

Comments: Accepted to EMNLP 2021 (Findings)

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

[1288] arXiv:2109.04323 (cross-list from stat.ML) [pdf, other]

Title: Importance sampling based active learning for parametric seismic fragility curve estimation

Clement Gauchy, Cyril Feau, Josselin Garnier

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

[1289] arXiv:2109.04325 (cross-list from cs.CL) [pdf, other]

Title: Learning Opinion Summarizers by Selecting Informative Reviews

Arthur Bražinskas, Mirella Lapata, Ivan Titov

Comments: EMNLP 2021

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

[1290] arXiv:2109.04335 (cross-list from cs.CV) [pdf, other]

Title: UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer

Haonan Wang, Peng Cao, Jiaqi Wang, Osmar R. Zaiane

Comments: Accepted by AAAI 2022. Code is available at this https URL

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

[1291] arXiv:2109.04352 (cross-list from eess.IV) [pdf, other]

Title: PhysGNN: A Physics-Driven Graph Neural Network Based Model for Predicting Soft Tissue Deformation in Image-Guided Neurosurgery

Yasmin Salehi, Dennis Giannacopoulos

Comments: Accepted to the main track of NeurIPS 2022. Camera-ready version

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

[1292] arXiv:2109.04356 (cross-list from eess.SP) [pdf, other]

Title: Assessing Machine Learning Approaches to Address IoT Sensor Drift

Haining Zheng, Antonio Paiva

Comments: 6 pages, The 4th International Workshop on Artificial Intelligence of Things, In conjunction with the 27th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2021), Virtual conference, Aug. 14-18th

Subjects: Signal Processing (eess.SP); Machine Learning (cs.LG); Computation (stat.CO)

[1293] arXiv:2109.04361 (cross-list from eess.SP) [pdf, other]

Title: MutualGraphNet: A novel model for motor imagery classification

Yan Li, Ning Zhong, David Taniar, Haolan Zhang

Subjects: Signal Processing (eess.SP); Machine Learning (cs.LG); Neurons and Cognition (q-bio.NC)

[1294] arXiv:2109.04364 (cross-list from eess.SP) [pdf, other]

Title: Detection of Epileptic Seizures on EEG Signals Using ANFIS Classifier, Autoencoders and Fuzzy Entropies

Afshin Shoeibi, Navid Ghassemi, Marjane Khodatars, Parisa Moridian, Roohallah Alizadehsani, Assef Zare, Abbas Khosravi, Abdulhamit Subasi, U. Rajendra Acharya, J. Manuel Gorriz

Journal-ref: Biomedical Signal Processing and Control, Volume 73, 2022, 103417

Subjects: Signal Processing (eess.SP); Machine Learning (cs.LG)

[1295] arXiv:2109.04367 (cross-list from cs.CL) [pdf, other]

Title: Multi-granularity Textual Adversarial Attack with Behavior Cloning

Yangyi Chen, Jin Su, Wei Wei

Comments: Accepted by the main conference of EMNLP 2021

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

[1296] arXiv:2109.04378 (cross-list from cs.RO) [pdf, other]

Title: Dynamic Modeling of Hand-Object Interactions via Tactile Sensing

Qiang Zhang, Yunzhu Li, Yiyue Luo, Wan Shou, Michael Foshey, Junchi Yan, Joshua B. Tenenbaum, Wojciech Matusik, Antonio Torralba

Comments: IROS 2021. First two authors contributed equally. Project page: this http URL

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

[1297] arXiv:2109.04386 (cross-list from cs.NE) [pdf, other]

Title: ErfAct and Pserf: Non-monotonic Smooth Trainable Activation Functions

Koushik Biswas, Sandeep Kumar, Shilpak Banerjee, Ashish Kumar Pandey

Comments: AAAI 2022

Subjects: Neural and Evolutionary Computing (cs.NE); Artificial Intelligence (cs.AI); Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[1298] arXiv:2109.04392 (cross-list from eess.IV) [pdf, other]

Title: Fair Conformal Predictors for Applications in Medical Imaging

Charles Lu, Andreanne Lemay, Ken Chang, Katharina Hoebel, Jayashree Kalpathy-Cramer

Comments: 7 pages, 6 figures, AAAI-22 conference

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

[1299] arXiv:2109.04400 (cross-list from cs.CL) [pdf, other]

Title: Cross-lingual Transfer for Text Classification with Dictionary-based Heterogeneous Graph

Nuttapong Chairatanakul, Noppayut Sriwatanasakdi, Nontawat Charoenphakdee, Xin Liu, Tsuyoshi Murata

Comments: Published in Findings of EMNLP 2021

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

[1300] arXiv:2109.04404 (cross-list from cs.CL) [pdf, other]

Title: All Bark and No Bite: Rogue Dimensions in Transformer Language Models Obscure Representational Quality

William Timkey, Marten van Schijndel

Comments: Accepted at EMNLP 2021

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