Machine Learning

Authors and titles for September 2021

[1901] arXiv:2109.12252 (cross-list from cs.CV) [pdf, other]

Title: Long-Range Feature Propagating for Natural Image Matting

Qinglin Liu, Haozhe Xie, Shengping Zhang, Bineng Zhong, Rongrong Ji

Journal-ref: ACM International Conference on Multimedia (ACM MM) 2021

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

[1902] arXiv:2109.12257 (cross-list from cs.CV) [pdf, other]

Title: Tensor Full Feature Measure and Its Nonconvex Relaxation Applications to Tensor Recovery

Hongbing Zhang, Xinyi Liu, Hongtao Fan, Yajing Li, Yinlin Ye

Comments: 13 pages, 6 figures, 5 tables

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

[1903] arXiv:2109.12261 (cross-list from cs.CV) [pdf, other]

Title: An embarrassingly simple comparison of machine learning algorithms for indoor scene classification

Bhanuka Manesha Samarasekara Vitharana Gamage

Comments: 21 pages, 4 tables, 5 figures,

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

[1904] arXiv:2109.12266 (cross-list from cs.CV) [pdf, other]

Title: Learning Stereopsis from Geometric Synthesis for 6D Object Pose Estimation

Jun Wu, Lilu Liu, Yue Wang, Rong Xiong

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

[1905] arXiv:2109.12271 (cross-list from eess.IV) [pdf, other]

Title: BiTr-Unet: a CNN-Transformer Combined Network for MRI Brain Tumor Segmentation

Qiran Jia, Hai Shu

Comments: Accepted by MICCAI BrainLes 2021

Journal-ref: Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries.(BrainLes 2021). LNCS 12963, pp. 3-14, 2022

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

[1906] arXiv:2109.12283 (cross-list from cond-mat.mtrl-sci) [pdf, other]

Title: Scalable deeper graph neural networks for high-performance materials property prediction

Sadman Sadeed Omee, Steph-Yves Louis, Nihang Fu, Lai Wei, Sourin Dey, Rongzhi Dong, Qinyang Li, Jianjun Hu

Comments: 19 pages

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

[1907] arXiv:2109.12306 (cross-list from cs.IR) [pdf, other]

Title: Topic Model Robustness to Automatic Speech Recognition Errors in Podcast Transcripts

Raluca Alexandra Fetic, Mikkel Jordahn, Lucas Chaves Lima, Rasmus Arpe Fogh Egebæk, Martin Carsten Nielsen, Benjamin Biering, Lars Kai Hansen

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

[1908] arXiv:2109.12311 (cross-list from physics.flu-dyn) [pdf, other]

Title: Constructing Sub-scale Surrogate Model for Proppant Settling in Inclined Fractures from Simulation Data with Multi-fidelity Neural Network

Pengfei Tang, Junsheng Zeng, Dongxiao Zhang, Heng Li

Comments: 25 pages, 15 figures

Journal-ref: Journal of Petroleum Science and Engineering, 210, 110051, 2022

Subjects: Fluid Dynamics (physics.flu-dyn); Machine Learning (cs.LG); Computational Physics (physics.comp-ph); Geophysics (physics.geo-ph)

[1909] arXiv:2109.12321 (cross-list from cs.SI) [pdf, other]

Title: Under the Skin of Foundation NFT Auctions

MohammadAmin Fazli, Ali Owfi, Mohammad Reza Taesiri

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

[1910] arXiv:2109.12331 (cross-list from cs.SI) [pdf, other]

Title: Predicting Hidden Links and Missing Nodes in Scale-Free Networks with Artificial Neural Networks

Rakib Hassan Pran, Ljupco Todorovski

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

[1911] arXiv:2109.12340 (cross-list from math.OC) [pdf, other]

Title: Distributed Online Optimization with Byzantine Adversarial Agents

Sourav Sahoo, Anand Gokhale, Rachel Kalpana Kalaimani

Comments: 9 pages, 1 figure. To appear at ACC 2022

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

[1912] arXiv:2109.12343 (cross-list from cs.RO) [pdf, other]

Title: Beyond Robustness: A Taxonomy of Approaches towards Resilient Multi-Robot Systems

Amanda Prorok, Matthew Malencia, Luca Carlone, Gaurav S. Sukhatme, Brian M. Sadler, Vijay Kumar

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

[1913] arXiv:2109.12346 (cross-list from cs.CL) [pdf, other]

Title: DziriBERT: a Pre-trained Language Model for the Algerian Dialect

Amine Abdaoui, Mohamed Berrimi, Mourad Oussalah, Abdelouahab Moussaoui

Comments: 4 Pages

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

[1914] arXiv:2109.12391 (cross-list from cs.CV) [pdf, other]

Title: Multi-source Few-shot Domain Adaptation

Xiangyu Yue, Zangwei Zheng, Colorado Reed, Hari Prasanna Das, Kurt Keutzer, Alberto Sangiovanni Vincentelli

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

[1915] arXiv:2109.12398 (cross-list from eess.SP) [pdf, other]

Title: Channel State Information Based Localization with Deep Learning

Kutay Bölat

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

[1916] arXiv:2109.12406 (cross-list from cs.CL) [pdf, other]

Title: MINIMAL: Mining Models for Data Free Universal Adversarial Triggers

Swapnil Parekh, Yaman Singla Kumar, Somesh Singh, Changyou Chen, Balaji Krishnamurthy, Rajiv Ratn Shah

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

[1917] arXiv:2109.12422 (cross-list from stat.ML) [pdf, other]

Title: Equality of opportunity in travel behavior prediction with deep neural networks and discrete choice models

Yunhan Zheng, Shenhao Wang, Jinhua Zhao

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

[1918] arXiv:2109.12424 (cross-list from cs.CL) [pdf, other]

Title: Coreference Resolution for the Biomedical Domain: A Survey

Pengcheng Lu, Massimo Poesio

Comments: accepted at CRAC2021@EMNLP2021

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

[1919] arXiv:2109.12434 (cross-list from q-bio.NC) [pdf, other]

Title: Emergent behavior and neural dynamics in artificial agents tracking turbulent plumes

Satpreet Harcharan Singh, Floris van Breugel, Rajesh P. N. Rao, Bingni Wen Brunton

Subjects: Neurons and Cognition (q-bio.NC); Artificial Intelligence (cs.AI); Machine Learning (cs.LG); Neural and Evolutionary Computing (cs.NE); Systems and Control (eess.SY)

[1920] arXiv:2109.12440 (cross-list from eess.SY) [pdf, other]

Title: Smart Home Energy Management: Sequence-to-Sequence Load Forecasting and Q-Learning

Mina Razghandi, Hao Zhou, Melike Erol-Kantarci, Damla Turgut

Comments: Accepted by 2021 IEEE Global Communications Conference, \c{opyright}2021 IEEE

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

[1921] arXiv:2109.12448 (cross-list from eess.IV) [pdf, other]

Title: ReCal-Net: Joint Region-Channel-Wise Calibrated Network for Semantic Segmentation in Cataract Surgery Videos

Negin Ghamsarian, Mario Taschwer, Doris Putzgruber-Adamitsch, Stephanie Sarny, Yosuf El-Shabrawi, Klaus Schoeffmann

Comments: 12 pages, 5 figures, accepted at the 28th International Conference on Neural Information Processing (ICONIP), 2021

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

[1922] arXiv:2109.12449 (cross-list from cs.MS) [pdf, other]

Title: AbstractDifferentiation.jl: Backend-Agnostic Differentiable Programming in Julia

Frank Schäfer, Mohamed Tarek, Lyndon White, Chris Rackauckas

Comments: 3 figures, 2 tables 15 pages

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

[1923] arXiv:2109.12453 (cross-list from eess.IV) [pdf, other]

Title: Classification of COVID-19 from CXR Images in a 15-class Scenario: an Attempt to Avoid Bias in the System

Chinmoy Bose, Anirvan Basu

Comments: 9 Pages

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

[1924] arXiv:2109.12474 (cross-list from eess.IV) [pdf, other]

Title: EllipseNet: Anchor-Free Ellipse Detection for Automatic Cardiac Biometrics in Fetal Echocardiography

Jiancong Chen, Yingying Zhang, Jingyi Wang, Xiaoxue Zhou, Yihua He, Tong Zhang

Comments: MICCAI 2021

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

[1925] arXiv:2109.12499 (cross-list from cs.CV) [pdf, other]

Title: PETA: Photo Albums Event Recognition using Transformers Attention

Tamar Glaser, Emanuel Ben-Baruch, Gilad Sharir, Nadav Zamir, Asaf Noy, Lihi Zelnik-Manor

Comments: 8 pages, 10 including references, 3 figures, was submitted to WACV 2022

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

[1926] arXiv:2109.12500 (cross-list from cs.CL) [pdf, other]

Title: Electoral Programs of German Parties 2021: A Computational Analysis Of Their Comprehensibility and Likeability Based On SentiArt

Arthur M. Jacobs, Annette Kinder

Comments: 24 pages, 5 figure,1 table

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

[1927] arXiv:2109.12509 (cross-list from cs.IR) [pdf, other]

Title: Deep Exploration for Recommendation Systems

Zheqing Zhu, Benjamin Van Roy

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

[1928] arXiv:2109.12523 (cross-list from cs.HC) [pdf, other]

Title: A Study of Fake News Reading and Annotating in Social Media Context

Jakub Simko, Patrik Racsko, Matus Tomlein, Martin Hanakova, Robert Moro, Maria Bielikova

Journal-ref: New Review of Hypermedia and Multimedia. pages 1-31 (2021)

Subjects: Human-Computer Interaction (cs.HC); Computers and Society (cs.CY); Machine Learning (cs.LG); Social and Information Networks (cs.SI)

[1929] arXiv:2109.12533 (cross-list from cs.CL) [pdf, other]

Title: BioCopy: A Plug-And-Play Span Copy Mechanism in Seq2Seq Models

Yi Liu, Guoan Zhang, Puning Yu, Jianlin Su, Shengfeng Pan

Comments: emnlp workshop

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

[1930] arXiv:2109.12541 (cross-list from cs.IR) [pdf, other]

Title: Dynamic Sequential Graph Learning for Click-Through Rate Prediction

Yunfei Chu, Xiaofu Chang, Kunyang Jia, Jingzhen Zhou, Hongxia Yang

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

[1931] arXiv:2109.12561 (cross-list from eess.SP) [pdf, other]

Title: Neural Augmentation of Kalman Filter with Hypernetwork for Channel Tracking

Kumar Pratik, Rana Ali Amjad, Arash Behboodi, Joseph B. Soriaga, Max Welling

Comments: Accepted at IEEE Globecom 2021. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works

Subjects: Signal Processing (eess.SP); Information Theory (cs.IT); Machine Learning (cs.LG); Machine Learning (stat.ML)

[1932] arXiv:2109.12584 (cross-list from cs.CL) [pdf, other]

Title: Curb Your Carbon Emissions: Benchmarking Carbon Emissions in Machine Translation

Mirza Yusuf, Praatibh Surana, Gauri Gupta, Krithika Ramesh

Comments: The authors find these results limited as there are no clear, identifiable trends that provide useful information. We need/intend to make the experiments more robust as currently, they are not. The authors do not have access to the required computational sources for this at the moment. We will revisit the optimization of machine translation models using a single language pair at a later point

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

[1933] arXiv:2109.12606 (cross-list from physics.chem-ph) [pdf, other]

Title: Autoregressive neural-network wavefunctions for ab initio quantum chemistry

Thomas D. Barrett, Aleksei Malyshev, A. I. Lvovsky

Comments: 8 pages, plus Methods and Supplementary Information

Subjects: Chemical Physics (physics.chem-ph); Machine Learning (cs.LG); Computational Physics (physics.comp-ph); Quantum Physics (quant-ph)

[1934] arXiv:2109.12617 (cross-list from eess.IV) [pdf, other]

Title: Structure-aware scale-adaptive networks for cancer segmentation in whole-slide images

Yibao Sun, Giussepi Lopez, Yaqi Wang, Xingru Huang, Huiyu Zhou, Qianni Zhang

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

[1935] arXiv:2109.12621 (cross-list from q-fin.CP) [pdf, other]

Title: Multi-Transformer: A New Neural Network-Based Architecture for Forecasting S&P Volatility

Eduardo Ramos-Pérez, Pablo J. Alonso-González, José Javier Núñez-Velázquez

Journal-ref: Mathematics 2021, 9, 1794

Subjects: Computational Finance (q-fin.CP); Machine Learning (cs.LG); Computation (stat.CO)

[1936] arXiv:2109.12622 (cross-list from cs.CV) [pdf, other]

Title: Using Soft Labels to Model Uncertainty in Medical Image Segmentation

João Lourenço Silva, Arlindo L. Oliveira

Comments: 8 pages, 1 figure, 3 tables

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

[1937] arXiv:2109.12628 (cross-list from cs.CV) [pdf, other]

Title: Logo Generation Using Regional Features: A Faster R-CNN Approach to Generative Adversarial Networks

Aram Ter-Sarkisov, Eduardo Alonso

Comments: Accepted as full paper in EAI ArtsIT 2021

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

[1938] arXiv:2109.12630 (cross-list from cs.SI) [pdf, other]

Title: Decision Making For Celebrity Branding: An Opinion Mining Approach Based On Polarity And Sentiment Analysis Using Twitter Consumer-Generated Content (CGC)

Ali Nikseresht, Mohammad Hosein Raeisi, Hossein Abbasian Mohammadi

Comments: Keywords: data mining, social media mining, big data, sentiment analysis, decision making, market research, celebrity branding

Subjects: Social and Information Networks (cs.SI); Computers and Society (cs.CY); Databases (cs.DB); Machine Learning (cs.LG)

[1939] arXiv:2109.12636 (cross-list from quant-ph) [pdf, other]

Title: Hybrid Quantum Classical Graph Neural Networks for Particle Track Reconstruction

Cenk Tüysüz, Carla Rieger, Kristiane Novotny, Bilge Demirköz, Daniel Dobos, Karolos Potamianos, Sofia Vallecorsa, Jean-Roch Vlimant, Richard Forster

Comments: 20 pages, 18 figures

Journal-ref: Quantum Mach. Intell. 3, 29 (2021)

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

[1940] arXiv:2109.12662 (cross-list from cs.CL) [pdf, other]

Title: Improving Question Answering Performance Using Knowledge Distillation and Active Learning

Yasaman Boreshban, Seyed Morteza Mirbostani, Gholamreza Ghassem-Sani, Seyed Abolghasem Mirroshandel, Shahin Amiriparian

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

[1941] arXiv:2109.12690 (cross-list from cs.SD) [pdf, other]

Title: Soundata: A Python library for reproducible use of audio datasets

Magdalena Fuentes, Justin Salamon, Pablo Zinemanas, Martín Rocamora, Genís Paja, Irán R. Román, Marius Miron, Xavier Serra, Juan Pablo Bello

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

[1942] arXiv:2109.12696 (cross-list from cs.RO) [pdf, other]

Title: PM-FSM: Policies Modulating Finite State Machine for Robust Quadrupedal Locomotion

Ren Liu, Nitish Sontakke, Sehoon Ha

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

[1943] arXiv:2109.12701 (cross-list from stat.ML) [pdf, other]

Title: Sparse Plus Low Rank Matrix Decomposition: A Discrete Optimization Approach

Dimitris Bertsimas, Ryan Cory-Wright, Nicholas A. G. Johnson

Journal-ref: Journal of Machine Learning Research, 24(267), 1-51 (2023)

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

[1944] arXiv:2109.12713 (cross-list from stat.ML) [pdf, other]

Title: Provable Low Rank Plus Sparse Matrix Separation Via Nonconvex Regularizers

April Sagan, John E. Mitchell

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

[1945] arXiv:2109.12742 (cross-list from cs.CL) [pdf, other]

Title: FewNLU: Benchmarking State-of-the-Art Methods for Few-Shot Natural Language Understanding

Yanan Zheng, Jing Zhou, Yujie Qian, Ming Ding, Chonghua Liao, Jian Li, Ruslan Salakhutdinov, Jie Tang, Sebastian Ruder, Zhilin Yang

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

[1946] arXiv:2109.12772 (cross-list from stat.ML) [pdf, other]

Title: Distributionally Robust Multiclass Classification and Applications in Deep Image Classifiers

Ruidi Chen, Boran Hao, Ioannis Paschalidis

Comments: 9 pages; Previously this version appeared as arXiv:2210.08198 which was submitted as a new work by accident

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

[1947] arXiv:2109.12783 (cross-list from eess.IV) [pdf, other]

Title: Leveraging Multiple CNNs for Triaging Medical Workflow

Lakshmi A. Ghantasala

Comments: 8 pages, 4 figures. Original manuscript and work done completed in 2019

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

[1948] arXiv:2109.12786 (cross-list from cs.NE) [pdf, other]

Title: Self-Replicating Neural Programs

Samuel Schmidgall

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

[1949] arXiv:2109.12800 (cross-list from cs.CV) [pdf, other]

Title: Machine Learning based Medical Image Deepfake Detection: A Comparative Study

Siddharth Solaiyappan, Yuxin Wen

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

[1950] arXiv:2109.12825 (cross-list from stat.ML) [pdf, other]

Title: Probability Distribution on Full Rooted Trees

Yuta Nakahara, Shota Saito, Akira Kamatsuka, Toshiyasu Matsushima

Journal-ref: Entropy 2022, 24(3), 328

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