Machine Learning

Authors and titles for September 2021

[1101] arXiv:2109.01824 (cross-list from eess.SP) [pdf, other]

Title: Multi-View Spatial-Temporal Graph Convolutional Networks with Domain Generalization for Sleep Stage Classification

Ziyu Jia, Youfang Lin, Jing Wang, Xiaojun Ning, Yuanlai He, Ronghao Zhou, Yuhan Zhou, Li-wei H. Lehman

Comments: Accepted by IEEE Transactions on Neural Systems and Rehabilitation Engineering(TNSRE)

Subjects: Signal Processing (eess.SP); Artificial Intelligence (cs.AI); Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[1102] arXiv:2109.01838 (cross-list from cs.DC) [pdf, other]

Title: RAMA: A Rapid Multicut Algorithm on GPU

Ahmed Abbas, Paul Swoboda

Comments: Published in CVPR 2022

Subjects: Distributed, Parallel, and Cluster Computing (cs.DC); Computer Vision and Pattern Recognition (cs.CV); Data Structures and Algorithms (cs.DS); Machine Learning (cs.LG)

[1103] arXiv:2109.01844 (cross-list from cs.CV) [pdf, other]

Title: On robustness of generative representations against catastrophic forgetting

Wojciech Masarczyk, Kamil Deja, Tomasz Trzciński

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

[1104] arXiv:2109.01880 (cross-list from eess.IV) [pdf, other]

Title: Deep learning facilitates fully automated brain image registration of optoacoustic tomography and magnetic resonance imaging

Yexing Hu, Berkan Lafci, Artur Luzgin, Hao Wang, Jan Klohs, Xose Luis Dean-Ben, Ruiqing Ni, Daniel Razansky, Wuwei Ren

Comments: 15 pages, 5 figures

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

[1105] arXiv:2109.01887 (cross-list from eess.IV) [pdf, other]

Title: Weakly supervised semantic segmentation of tomographic images in the diagnosis of stroke

Anna Dobshik, Andrey Tulupov, Vladimir Berikov

Comments: 6 pages, 3 figures, 1 table

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

[1106] arXiv:2109.01900 (cross-list from cs.CL) [pdf, other]

Title: Uncovering the Limits of Text-based Emotion Detection

Nurudin Alvarez-Gonzalez, Andreas Kaltenbrunner, Vicenç Gómez

Comments: Accepted for publication in Findings of EMNLP 2021

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

[1107] arXiv:2109.01903 (cross-list from cs.CV) [pdf, other]

Title: Robust fine-tuning of zero-shot models

Mitchell Wortsman, Gabriel Ilharco, Jong Wook Kim, Mike Li, Simon Kornblith, Rebecca Roelofs, Raphael Gontijo-Lopes, Hannaneh Hajishirzi, Ali Farhadi, Hongseok Namkoong, Ludwig Schmidt

Comments: CVPR 2022

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

[1108] arXiv:2109.01924 (cross-list from cs.CL) [pdf, other]

Title: A Neural Network-Based Linguistic Similarity Measure for Entrainment in Conversations

Mingzhi Yu, Diane Litman, Shuang Ma, Jian Wu

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

[1109] arXiv:2109.01934 (cross-list from cs.CV) [pdf, other]

Title: Weakly Supervised Relative Spatial Reasoning for Visual Question Answering

Pratyay Banerjee, Tejas Gokhale, Yezhou Yang, Chitta Baral

Comments: Accepted to ICCV 2021. PaperId : ICCV2021-10857 Copyright transferred to IEEE ICCV. DOI will be updated later

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

[1110] arXiv:2109.01951 (cross-list from cs.CL) [pdf, other]

Title: FewshotQA: A simple framework for few-shot learning of question answering tasks using pre-trained text-to-text models

Rakesh Chada, Pradeep Natarajan

Comments: Accepted to EMNLP 2021 Main Conference

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

[1111] arXiv:2109.01965 (cross-list from stat.ML) [pdf, other]

Title: Scalable Feature Selection for (Multitask) Gradient Boosted Trees

Cuize Han, Nikhil Rao, Daria Sorokina, Karthik Subbian

Comments: Correct a mistake in the proof of Lemma B1 in this http URL

Journal-ref: Proceedings of the Twenty Third International Conference on Artificial Intelligence and Statistics, PMLR 108:885-894, 2020

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

[1112] arXiv:2109.01980 (cross-list from cs.CV) [pdf, other]

Title: Deep Saliency Prior for Reducing Visual Distraction

Kfir Aberman, Junfeng He, Yossi Gandelsman, Inbar Mosseri, David E. Jacobs, Kai Kohlhoff, Yael Pritch, Michael Rubinstein

Comments: this https URL

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

[1113] arXiv:2109.01991 (cross-list from stat.ME) [pdf, other]

Title: Optimal transport weights for causal inference

Eric Dunipace

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

[1114] arXiv:2109.02018 (cross-list from cs.CR) [pdf, other]

Title: Tolerating Adversarial Attacks and Byzantine Faults in Distributed Machine Learning

Yusen Wu, Hao Chen, Xin Wang, Chao Liu, Phuong Nguyen, Yelena Yesha

Comments: 10 pages, 4 figures, conference

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

[1115] arXiv:2109.02035 (cross-list from math.NA) [pdf, other]

Title: Variational Physics Informed Neural Networks: the role of quadratures and test functions

Stefano Berrone, Claudio Canuto, Moreno Pintore

Comments: 20 pages, 22 figures

Journal-ref: J. Sci. Comput. 92, 100 (2022)

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

[1116] arXiv:2109.02040 (cross-list from cs.CL) [pdf, other]

Title: Data Efficient Masked Language Modeling for Vision and Language

Yonatan Bitton, Gabriel Stanovsky, Michael Elhadad, Roy Schwartz

Comments: Accepted to Findings of EMNLP 2021

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

[1117] arXiv:2109.02052 (cross-list from cs.SD) [pdf, other]

Title: The Phonexia VoxCeleb Speaker Recognition Challenge 2021 System Description

Josef Slavíček, Albert Swart, Michal Klčo, Niko Brümmer

Comments: Second place in the self-supervised track of VoxSRC-21: VoxCeleb Speaker Recognition Challenge

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

[1118] arXiv:2109.02080 (cross-list from cs.SI) [pdf, other]

Title: Providing an Approach to Predicting Customer Quality in E-Commerce Social Networks Based on Big Data and Unsupervised Learning Method

Mohammad Arab

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

[1119] arXiv:2109.02084 (cross-list from eess.IV) [pdf, other]

Title: (M)SLAe-Net: Multi-Scale Multi-Level Attention embedded Network for Retinal Vessel Segmentation

Shreshth Saini, Geetika Agrawal

Comments: 5 pages, 4 figures, Accepted and Presented in 9TH IEEE INTERNATIONAL CONFERENCE ON HEALTHCARE INFORMATICS (IEEE-ICHI 2021), Victoria, British Columbia, Canada

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

[1120] arXiv:2109.02096 (cross-list from cs.SD) [pdf, other]

Title: Timbre Transfer with Variational Auto Encoding and Cycle-Consistent Adversarial Networks

Russell Sammut Bonnici, Charalampos Saitis, Martin Benning

Comments: 12 pages, 3 main figures, 4 tables

Subjects: Sound (cs.SD); Artificial Intelligence (cs.AI); Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG); Audio and Speech Processing (eess.AS)

[1121] arXiv:2109.02119 (cross-list from cs.CV) [pdf, other]

Title: Identification of Driver Phone Usage Violations via State-of-the-Art Object Detection with Tracking

Steven Carrell, Amir Atapour-Abarghouei

Comments: 10 pages

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

[1122] arXiv:2109.02138 (cross-list from cs.CR) [pdf, other]

Title: A Transformer-based Model to Detect Phishing URLs

Pingfan Xu

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

[1123] arXiv:2109.02150 (cross-list from stat.ML) [pdf, other]

Title: Robust Importance Sampling for Error Estimation in the Context of Optimal Bayesian Transfer Learning

Omar Maddouri, Xiaoning Qian, Francis J. Alexander, Edward R. Dougherty, Byung-Jun Yoon

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

[1124] arXiv:2109.02157 (cross-list from cs.AI) [pdf, other]

Title: Learning with Holographic Reduced Representations

Ashwinkumar Ganesan, Hang Gao, Sunil Gandhi, Edward Raff, Tim Oates, James Holt, Mark McLean

Comments: To appear in the 35th Conference on Neural Information Processing Systems (NeurIPS 2021)

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

[1125] arXiv:2109.02165 (cross-list from eess.SP) [pdf, other]

Title: FBDNN: Filter Banks and Deep Neural Networks for Portable and Fast Brain-Computer Interfaces

Pedro R. A. S. Bassi, Romis Attux

Comments: We included additional tests of statistical significance

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

[1126] arXiv:2109.02173 (cross-list from cs.RO) [pdf, other]

Title: Multi-Agent Variational Occlusion Inference Using People as Sensors

Masha Itkina, Ye-Ji Mun, Katherine Driggs-Campbell, Mykel J. Kochenderfer

Comments: 12 pages, 9 figures, International Conference on Robotics and Automation (ICRA) 2022

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

[1127] arXiv:2109.02178 (cross-list from q-bio.QM) [pdf, other]

Title: A Critical Review of the state-of-the-art on Deep Neural Networks for Blood Glucose Prediction in Patients with Diabetes

Felix Tena, Oscar Garnica, Juan Lanchares, J. Ignacio Hidalgo

Comments: 17 pages, 20 figures and 16 tables

Subjects: Quantitative Methods (q-bio.QM); Machine Learning (cs.LG)

[1128] arXiv:2109.02183 (cross-list from physics.flu-dyn) [pdf, other]

Title: Towards high-accuracy deep learning inference of compressible turbulent flows over aerofoils

Li-Wei Chen, Nils Thuerey

Subjects: Fluid Dynamics (physics.flu-dyn); Machine Learning (cs.LG)

[1129] arXiv:2109.02202 (cross-list from cs.AI) [pdf, other]

Title: Fairness via AI: Bias Reduction in Medical Information

Shiri Dori-Hacohen, Roberto Montenegro, Fabricio Murai, Scott A. Hale, Keen Sung, Michela Blain, Jennifer Edwards-Johnson

Comments: To appear in: The 4th FAccTRec Workshop on Responsible Recommendation at RecSys 2021

Subjects: Artificial Intelligence (cs.AI); Computers and Society (cs.CY); Information Retrieval (cs.IR); Machine Learning (cs.LG)

[1130] arXiv:2109.02230 (cross-list from stat.ML) [pdf, other]

Title: Non-Euclidean Analysis of Joint Variations in Multi-Object Shapes

Zhiyuan Liu, Jörn Schulz, Mohsen Taheri, Martin Styner, James Damon, Stephen Pizer, J. S. Marron

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

[1131] arXiv:2109.02250 (cross-list from eess.SP) [pdf, other]

Title: Estimating Leaf Water Content using Remotely Sensed Hyperspectral Data

Vishal Vinod, Rahul Raj, Rohit Pingale, Adinarayana Jagarlapudi

Comments: ICCV 2021 CVPPA Workshop Extended Abstract

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

[1132] arXiv:2109.02255 (cross-list from cond-mat.mtrl-sci) [pdf, other]

Title: Data-Driven Learning of 3-Point Correlation Functions as Microstructure Representations

Sheng Cheng, Yang Jiao, Yi Ren

Comments: submitted to Acta Materialia

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

[1133] arXiv:2109.02273 (cross-list from astro-ph.EP) [pdf, other]

Title: Postulating Exoplanetary Habitability via a Novel Anomaly Detection Method

Jyotirmoy Sarkar, Kartik Bhatia, Snehanshu Saha, Margarita Safonova, Santonu Sarkar

Comments: 12 pages, 3 figures, submitted to MNRAS

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

[1134] arXiv:2109.02283 (cross-list from cs.CV) [pdf, other]

Title: Does Melania Trump have a body double from the perspective of automatic face recognition?

Khawla Mallat, Fabiola Becerra-Riera, Annette Morales-González, Heydi Méndez-Vázquez, Jean-Luc Dugelay

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

[1135] arXiv:2109.02344 (cross-list from cs.CV) [pdf, other]

Title: Information Theory-Guided Heuristic Progressive Multi-View Coding

Jiangmeng Li, Wenwen Qiang, Hang Gao, Bing Su, Farid Razzak, Jie Hu, Changwen Zheng, Hui Xiong

Comments: We have uploaded a new version of this paper in arXiv:2308.10522, so that we have to withdrawal this paper

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

[1136] arXiv:2109.02345 (cross-list from cs.CV) [pdf, other]

Title: Tensor Normalization and Full Distribution Training

Wolfgang Fuhl

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

[1137] arXiv:2109.02353 (cross-list from cs.IT) [pdf, other]

Title: Reconfigurable Intelligent Surface Empowered Over-the-Air Federated Edge Learning

Hang Liu, Zehong Lin, Xiaojun Yuan, Ying-Jun Angela Zhang

Comments: This work has been submitted to the IEEE for possible publication

Subjects: Information Theory (cs.IT); Machine Learning (cs.LG); Networking and Internet Architecture (cs.NI); Signal Processing (eess.SP)

[1138] arXiv:2109.02355 (cross-list from stat.ML) [pdf, other]

Title: A Farewell to the Bias-Variance Tradeoff? An Overview of the Theory of Overparameterized Machine Learning

Yehuda Dar, Vidya Muthukumar, Richard G. Baraniuk

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

[1139] arXiv:2109.02357 (cross-list from cs.CV) [pdf, other]

Title: Fighting Selection Bias in Statistical Learning: Application to Visual Recognition from Biased Image Databases

Stephan Clémençon, Pierre Laforgue, Robin Vogel

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

[1140] arXiv:2109.02362 (cross-list from cs.CV) [pdf, other]

Title: Comparing the Machine Readability of Traffic Sign Pictograms in Austria and Germany

Alexander Maletzky, Stefan Thumfart, Christoph Wruß

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

[1141] arXiv:2109.02370 (cross-list from cs.CV) [pdf, other]

Title: Improved RAMEN: Towards Domain Generalization for Visual Question Answering

Bhanuka Manesha Samarasekara Vitharana Gamage, Lim Chern Hong

Comments: 11 pages, 3 figures, 2 tables

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

[1142] arXiv:2109.02377 (cross-list from cs.CL) [pdf, other]

Title: PermuteFormer: Efficient Relative Position Encoding for Long Sequences

Peng Chen

Comments: Accepted by EMNLP 2021

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

[1143] arXiv:2109.02383 (cross-list from cs.CL) [pdf, html, other]

Title: Data Science Kitchen at GermEval 2021: A Fine Selection of Hand-Picked Features, Delivered Fresh from the Oven

Niclas Hildebrandt, Benedikt Boenninghoff, Dennis Orth, Christopher Schymura

Comments: Accepted at 17th Conference on Natural Language Processing (KONVENS 2021)

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

[1144] arXiv:2109.02384 (cross-list from math.OC) [pdf, other]

Title: Explicit construction of the minimum error variance estimator for stochastic LTI state-space systems

Deividas Eringis, John Leth, Zheng-Hua Tan, Rafal Wisniewski, Mihaly Petreczky

Subjects: Optimization and Control (math.OC); Machine Learning (cs.LG); Dynamical Systems (math.DS); Machine Learning (stat.ML)

[1145] arXiv:2109.02394 (cross-list from cs.CV) [pdf, other]

Title: Less is More: Lighter and Faster Deep Neural Architecture for Tomato Leaf Disease Classification

Sabbir Ahmed, Md. Bakhtiar Hasan, Tasnim Ahmed, Redwan Karim Sony, Md. Hasanul Kabir

Comments: 18 pages, 13 figures, 5 tables, Accepted in IEEE Access

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

[1146] arXiv:2109.02426 (cross-list from cs.CV) [pdf, other]

Title: Complementary Calibration: Boosting General Continual Learning with Collaborative Distillation and Self-Supervision

Zhong Ji, Jin Li, Qiang Wang, Zhongfei Zhang

Comments: Paper is available at this https URL. Code is available at this https URL

Journal-ref: IEEE Transactions on Image Processing 2023

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

[1147] arXiv:2109.02428 (cross-list from eess.IV) [pdf, other]

Title: Automated detection of COVID-19 cases from chest X-ray images using deep neural network and XGBoost

Hamid Nasiri, Sharif Hasani

Comments: Radiography, 2022

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

[1148] arXiv:2109.02429 (cross-list from stat.ML) [pdf, other]

Title: Learning Neural Causal Models with Active Interventions

Nino Scherrer, Olexa Bilaniuk, Yashas Annadani, Anirudh Goyal, Patrick Schwab, Bernhard Schölkopf, Michael C. Mozer, Yoshua Bengio, Stefan Bauer, Nan Rosemary Ke

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

[1149] arXiv:2109.02436 (cross-list from eess.IV) [pdf, other]

Title: ReLaX: Retinal Layer Attribution for Guided Explanations of Automated Optical Coherence Tomography Classification

Evan Wen, Rebecca Sorenson, Max Ehrlich

Comments: ECCV 2022 Medical Computer Vision Workshop

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

[1150] arXiv:2109.02462 (cross-list from cs.IR) [pdf, other]

Title: A Dynamic Topic Identification and Labeling Approach of COVID-19 Tweets

Khandaker Tayef Shahriar, Iqbal H. Sarker, Muhammad Nazrul Islam, Mohammad Ali Moni

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