Machine Learning

Authors and titles for September 2021

[1851] arXiv:2109.11680 (cross-list from cs.CL) [pdf, other]

Title: Simple and Effective Zero-shot Cross-lingual Phoneme Recognition

Qiantong Xu, Alexei Baevski, Michael Auli

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

[1852] arXiv:2109.11683 (cross-list from math.OC) [pdf, other]

Title: Optimal Decision Making in High-Throughput Virtual Screening Pipelines

Hyun-Myung Woo, Xiaoning Qian, Li Tan, Shantenu Jha, Francis J. Alexander, Edward R. Dougherty, Byung-Jun Yoon

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

[1853] arXiv:2109.11690 (cross-list from cs.HC) [pdf, other]

Title: Discovering and Validating AI Errors With Crowdsourced Failure Reports

Ángel Alexander Cabrera, Abraham J. Druck, Jason I. Hong, Adam Perer

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

[1854] arXiv:2109.11700 (cross-list from eess.SP) [pdf, other]

Title: Untrained Graph Neural Networks for Denoising

Samuel Rey, Santiago Segarra, Reinhard Heckel, Antonio G. Marques

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

[1855] arXiv:2109.11723 (cross-list from eess.SP) [pdf, other]

Title: Combining Contention-Based Spectrum Access and Adaptive Modulation using Deep Reinforcement Learning

Akash Doshi, Jeffrey G. Andrews

Comments: 6 pages, 3 figures. Published in Asilomar 2022

Journal-ref: 2022 56th Asilomar Conference on Signals, Systems, and Computers, pp. 189-193

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

[1856] arXiv:2109.11726 (cross-list from cs.CR) [pdf, other]

Title: Morse-STF: Improved Protocols for Privacy-Preserving Machine Learning

Qizhi Zhang, Sijun Tan, Lichun Li, Yun Zhao, Dong Yin, Shan Yin

Subjects: Cryptography and Security (cs.CR); Machine Learning (cs.LG); Number Theory (math.NT)

[1857] arXiv:2109.11737 (cross-list from cs.IT) [pdf, other]

Title: Estimating R\'enyi's $\alpha$-Cross-Entropies in a Matrix-Based Way

Isaac J. Sledge, Jose C. Principe

Comments: Submitted to the IEEE Transactions on Information Theory

Subjects: Information Theory (cs.IT); Machine Learning (cs.LG)

[1858] arXiv:2109.11750 (cross-list from eess.SP) [pdf, other]

Title: Indoor Localization Using Smartphone Magnetic with Multi-Scale TCN and LSTM

Mingyang Zhang, Jie Jia, Jian Chen

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

[1859] arXiv:2109.11762 (cross-list from cs.DC) [pdf, html, other]

Title: LIBRA: Enabling Workload-aware Multi-dimensional Network Topology Optimization for Distributed Training of Large AI Models

William Won, Saeed Rashidi, Sudarshan Srinivasan, Tushar Krishna

Comments: Contains 10 main pages, 21 figures, 3 tables

Journal-ref: Proceedings of the 2024 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS '24)

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

[1860] arXiv:2109.11765 (cross-list from stat.ML) [pdf, other]

Title: Dimension Reduction for Data with Heterogeneous Missingness

Yurong Ling, Zijing Liu, Jing-Hao Xue

Comments: Accepted for the 37th Conference on Uncertainty in Artificial Intelligence (UAI 2021)

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

[1861] arXiv:2109.11800 (cross-list from cs.CL) [pdf, other]

Title: How Does Knowledge Graph Embedding Extrapolate to Unseen Data: A Semantic Evidence View

Ren Li, Yanan Cao, Qiannan Zhu, Guanqun Bi, Fang Fang, Yi Liu, Qian Li

Comments: Accepted by AAAI'22

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

[1862] arXiv:2109.11801 (cross-list from cs.RO) [pdf, other]

Title: SIM2REALVIZ: Visualizing the Sim2Real Gap in Robot Ego-Pose Estimation

Theo Jaunet, Guillaume Bono, Romain Vuillemot, Christian Wolf

Subjects: Robotics (cs.RO); Computer Vision and Pattern Recognition (cs.CV); Human-Computer Interaction (cs.HC); Machine Learning (cs.LG)

[1863] arXiv:2109.11806 (cross-list from eess.IV) [pdf, other]

Title: A Multi-stage Transfer Learning Framework for Diabetic Retinopathy Grading on Small Data

Lei Shi, Bin Wang, Junxing Zhang

Comments: 6 pages,Accepted by IEEE ICC2023

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

[1864] arXiv:2109.11812 (cross-list from eess.SP) [pdf, other]

Title: Predicting pigging operations in oil pipelines

Riccardo Angelo Giro, Giancarlo Bernasconi, Giuseppe Giunta, Simone Cesari

Comments: Proceeding of Pipeline Technology Conference (PTC) 2021, Berlin

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

[1865] arXiv:2109.11830 (cross-list from cs.CR) [pdf, other]

Title: The More, the Better? A Study on Collaborative Machine Learning for DGA Detection

Arthur Drichel, Benedikt Holmes, Justus von Brandt, Ulrike Meyer

Comments: Accepted at The 3rd Workshop on Cyber-Security Arms Race (CYSARM '21)

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

[1866] arXiv:2109.11861 (cross-list from cs.CV) [pdf, other]

Title: Training dataset generation for bridge game registration

Piotr Wzorek, Tomasz Kryjak

Comments: Submitted to Zeszyty Studenckiego Towarzystwa Naukowego, ISSN 1732-0925

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

[1867] arXiv:2109.11877 (cross-list from eess.IV) [pdf, other]

Title: Learning-based Noise Component Map Estimation for Image Denoising

Sheyda Ghanbaralizadeh Bahnemiri, Mykola Ponomarenko, Karen Egiazarian

Comments: 5 pages, submitted to IEEE Signal Processing Letters

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

[1868] arXiv:2109.11897 (cross-list from math.NA) [pdf, other]

Title: Adaptivity for clustering-based reduced-order modeling of localized history-dependent phenomena

Bernardo P. Ferreira, F.M. Andrade Pires, Miguel A. Bessa

Comments: The code associated to this publication is planned to be released as open source in 2022

Journal-ref: Computer Methods in Applied Mechanics and Engineering, 393, 114726

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

[1869] arXiv:2109.11920 (cross-list from physics.med-ph) [pdf, other]

Title: A Bayesian Optimization Approach for Attenuation Correction in SPECT Brain Imaging

Loizos Koutsantonis, Ayman Makki, Tiago Carneiro, Emmanuel Kieffer, Pascal Bouvry

Comments: 5 pages, 3 figures, Conference Proceedings, Submitted to IEEE NSS-MIC

Subjects: Medical Physics (physics.med-ph); Machine Learning (cs.LG)

[1870] arXiv:2109.11926 (cross-list from math.OC) [pdf, other]

Title: Sinkhorn Distributionally Robust Optimization

Jie Wang, Rui Gao, Yao Xie

Comments: 57 pages, 9 figures

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

[1871] arXiv:2109.11928 (cross-list from stat.ML) [pdf, other]

Title: Is the Number of Trainable Parameters All That Actually Matters?

Amélie Chatelain, Amine Djeghri, Daniel Hesslow, Julien Launay, Iacopo Poli

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

[1872] arXiv:2109.11929 (cross-list from stat.ML) [pdf, other]

Title: Deep Bayesian Estimation for Dynamic Treatment Regimes with a Long Follow-up Time

Adi Lin, Jie Lu, Junyu Xuan, Fujin Zhu, Guangquan Zhang

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

[1873] arXiv:2109.11939 (cross-list from stat.ML) [pdf, other]

Title: Discovering PDEs from Multiple Experiments

Georges Tod, Gert-Jan Both, Remy Kusters

Comments: Fourth Workshop on Machine Learning and the Physical Sciences (NeurIPS 2021)

Subjects: Machine Learning (stat.ML); Machine Learning (cs.LG); Computational Physics (physics.comp-ph)

[1874] arXiv:2109.11955 (cross-list from cs.CV) [pdf, other]

Title: Visual Scene Graphs for Audio Source Separation

Moitreya Chatterjee, Jonathan Le Roux, Narendra Ahuja, Anoop Cherian

Comments: Accepted at ICCV 2021

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

[1875] arXiv:2109.11978 (cross-list from cs.RO) [pdf, other]

Title: Learning to Walk in Minutes Using Massively Parallel Deep Reinforcement Learning

Nikita Rudin, David Hoeller, Philipp Reist, Marco Hutter

Comments: CoRL 2021 Project website: : this https URL Video: this https URL

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

[1876] arXiv:2109.11990 (cross-list from stat.ME) [pdf, html, other]

Title: Optimization-based Causal Estimation from Heterogenous Environments

Mingzhang Yin, Yixin Wang, David M. Blei

Comments: Journal of Machine Learning Research (JMLR). Code at this https URL

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

[1877] arXiv:2109.12002 (cross-list from stat.ML) [pdf, other]

Title: Optimal policy evaluation using kernel-based temporal difference methods

Yaqi Duan, Mengdi Wang, Martin J. Wainwright

Subjects: Machine Learning (stat.ML); Machine Learning (cs.LG); Statistics Theory (math.ST)

[1878] arXiv:2109.12008 (cross-list from cs.CL) [pdf, other]

Title: Separating Retention from Extraction in the Evaluation of End-to-end Relation Extraction

Bruno Taillé, Vincent Guigue, Geoffrey Scoutheeten, Patrick Gallinari

Comments: Accepted at EMNLP 2021

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

[1879] arXiv:2109.12013 (cross-list from cs.RO) [pdf, other]

Title: Learning Relative Interactions through Imitation

Giorgia Adorni, Elia Cereda

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

[1880] arXiv:2109.12014 (cross-list from cs.SD) [pdf, other]

Title: A data acquisition setup for data driven acoustic design

Romana Rust, Achilleas Xydis, Kurt Heutschi, Nathanaël Perraudin, Gonzalo Casas, Chaoyu Du, Jürgen Strauss, Kurt Eggenschwiler, Fernando Perez-Cruz, Fabio Gramazio, Matthias Kohler

Journal-ref: Building Acoustics. February 2021

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

[1881] arXiv:2109.12021 (cross-list from cs.AR) [pdf, other]

Title: Pythia: A Customizable Hardware Prefetching Framework Using Online Reinforcement Learning

Rahul Bera, Konstantinos Kanellopoulos, Anant V. Nori, Taha Shahroodi, Sreenivas Subramoney, Onur Mutlu

Subjects: Hardware Architecture (cs.AR); Machine Learning (cs.LG)

[1882] arXiv:2109.12029 (cross-list from stat.ML) [pdf, other]

Title: Identifying Distributional Differences in Convective Evolution Prior to Rapid Intensification in Tropical Cyclones

Trey McNeely, Galen Vincent, Rafael Izbicki, Kimberly M. Wood, Ann B. Lee

Comments: 7 pages, 4 figures, Tackling Climate Change with Machine Learning: workshop at NeurIPS 2021

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

[1883] arXiv:2109.12040 (cross-list from cs.CV) [pdf, other]

Title: From images in the wild to video-informed image classification

Marc Böhlen, Varun Chandola, Wawan Sujarwo, Raunaq Jain

Comments: 6 pages, 7 figures, supplemental materials

Journal-ref: ICMLA 2021

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

[1884] arXiv:2109.12042 (cross-list from stat.ML) [pdf, other]

Title: Combining Discrete Choice Models and Neural Networks through Embeddings: Formulation, Interpretability and Performance

Ioanna Arkoudi, Carlos Lima Azevedo, Francisco C. Pereira

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

[1885] arXiv:2109.12075 (cross-list from cs.AI) [pdf, other]

Title: Towards A Measure Of General Machine Intelligence

Gautham Venkatasubramanian, Sibesh Kar, Abhimanyu Singh, Shubham Mishra, Dushyant Yadav, Shreyansh Chandak

Comments: 31 pages, 15 Figures, 3 Tables; Sample Data and g-index Reference Code at this https URL g-index toy environment at this https URL version 2 added a section about the toy environment; version 3 compressed images to reduce file size; version 4 updated description of flatland toy environment

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

[1886] arXiv:2109.12077 (cross-list from cs.DS) [pdf, other]

Title: The Mirror Langevin Algorithm Converges with Vanishing Bias

Ruilin Li, Molei Tao, Santosh S. Vempala, Andre Wibisono

Subjects: Data Structures and Algorithms (cs.DS); Machine Learning (cs.LG); Statistics Theory (math.ST); Machine Learning (stat.ML)

[1887] arXiv:2109.12094 (cross-list from stat.ML) [pdf, other]

Title: A spatiotemporal machine learning approach to forecasting COVID-19 incidence at the county level in the USA

Benjamin Lucas, Behzad Vahedi, Morteza Karimzadeh

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

[1888] arXiv:2109.12098 (cross-list from cs.RO) [pdf, other]

Title: CLIPort: What and Where Pathways for Robotic Manipulation

Mohit Shridhar, Lucas Manuelli, Dieter Fox

Comments: CoRL 2021. Project Website: this https URL

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

[1889] arXiv:2109.12100 (cross-list from q-bio.BM) [pdf, other]

Title: MLIMC: Machine learning-based implicit-solvent Monte Carlo

Jiahui Chen, Weihua Geng, Guo-Wei Wei

Subjects: Biomolecules (q-bio.BM); Machine Learning (cs.LG)

[1890] arXiv:2109.12104 (cross-list from cs.CL) [pdf, other]

Title: GERNERMED -- An Open German Medical NER Model

Johann Frei, Frank Kramer

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

[1891] arXiv:2109.12109 (cross-list from cs.RO) [pdf, other]

Title: Autonomy and Perception for Space Mining

Ragav Sachdeva, Ravi Hammond, James Bockman, Alec Arthur, Brandon Smart, Dustin Craggs, Anh-Dzung Doan, Thomas Rowntree, Elijah Schutz, Adrian Orenstein, Andy Yu, Tat-Jun Chin, Ian Reid

Comments: This paper describes our 3rd place and innovation award winning solution to the NASA Space Robotics Challenge Phase 2

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

[1892] arXiv:2109.12112 (cross-list from cs.AI) [pdf, other]

Title: MCTS Based Agents for Multistage Single-Player Card Game

Konrad Godlewski, Bartosz Sawicki

Comments: Published in 2020 IEEE 21st International Conference on Computational Problems of Electrical Engineering. arXiv admin note: text overlap with arXiv:2109.12001

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

[1893] arXiv:2109.12115 (cross-list from eess.IV) [pdf, other]

Title: Use of the Deep Learning Approach to Measure Alveolar Bone Level

Chun-Teh Lee, Tanjida Kabir, Jiman Nelson, Sally Sheng, Hsiu-Wan Meng, Thomas E. Van Dyke, Muhammad F. Walji, Xiaoqian Jiang, Shayan Shams

Comments: Word count: 3485; Number of figures: 4; tables: 2; references: 34

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

[1894] arXiv:2109.12162 (cross-list from cs.CR) [pdf, other]

Title: POSSE: Patterns of Systems During Software Encryption

David Noever, Samantha Miller Noever

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

[1895] arXiv:2109.12174 (cross-list from cs.CL) [pdf, other]

Title: Leveraging Pretrained Models for Automatic Summarization of Doctor-Patient Conversations

Longxiang Zhang, Renato Negrinho, Arindam Ghosh, Vasudevan Jagannathan, Hamid Reza Hassanzadeh, Thomas Schaaf, Matthew R. Gormley

Comments: Accepted in Findings of the EMNLP 2021. Code is available at this https URL

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

[1896] arXiv:2109.12176 (cross-list from cs.DC) [pdf, other]

Title: On the Fairness of Swarm Learning in Skin Lesion Classification

Di Fan, Yifan Wu, Xiaoxiao Li

Subjects: Distributed, Parallel, and Cluster Computing (cs.DC); Computers and Society (cs.CY); Machine Learning (cs.LG); Image and Video Processing (eess.IV)

[1897] arXiv:2109.12178 (cross-list from cs.CV) [pdf, other]

Title: MLIM: Vision-and-Language Model Pre-training with Masked Language and Image Modeling

Tarik Arici, Mehmet Saygin Seyfioglu, Tal Neiman, Yi Xu, Son Train, Trishul Chilimbi, Belinda Zeng, Ismail Tutar

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

[1898] arXiv:2109.12204 (cross-list from q-bio.QM) [pdf, other]

Title: MIIDL: a Python package for microbial biomarkers identification powered by interpretable deep learning

Jian Jiang

Comments: 3 pages, 1 figure

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

[1899] arXiv:2109.12219 (cross-list from stat.AP) [pdf, other]

Title: Influence of Mobility Restrictions on Transmission of COVID-19 in the state of Maryland -- the USA

Nandini Raghuraman (1), Kartik Kaushik (1), (1 Department of Epidemiology and Public Health University of Maryland School of Medicine)

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

[1900] arXiv:2109.12222 (cross-list from math.OC) [pdf, other]

Title: Accelerated nonlinear primal-dual hybrid gradient methods with applications to supervised machine learning

Jérôme Darbon, Gabriel P. Langlois

Comments: 52 pages, no figures

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