Machine Learning

Authors and titles for September 2021

[1501] arXiv:2109.07043 (cross-list from cs.CL) [pdf, other]

Title: Attention Is Indeed All You Need: Semantically Attention-Guided Decoding for Data-to-Text NLG

Juraj Juraska, Marilyn Walker

Comments: Accepted to INLG 2021

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

[1502] arXiv:2109.07049 (cross-list from cs.CL) [pdf, other]

Title: Self-Training with Differentiable Teacher

Simiao Zuo, Yue Yu, Chen Liang, Haoming Jiang, Siawpeng Er, Chao Zhang, Tuo Zhao, Hongyuan Zha

Comments: NAACL 2022 (Findings)

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

[1503] arXiv:2109.07069 (cross-list from cs.CV) [pdf, other]

Title: F-CAM: Full Resolution Class Activation Maps via Guided Parametric Upscaling

Soufiane Belharbi, Aydin Sarraf, Marco Pedersoli, Ismail Ben Ayed, Luke McCaffrey, Eric Granger

Comments: 23pages, WACV 2022

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

[1504] arXiv:2109.07132 (cross-list from cs.AI) [pdf, other]

Title: Parallel Constraint-Driven Inductive Logic Programming

Andrew Cropper, Oghenejokpeme Orhobor, Cristian Dinu, Rolf Morel

Comments: Paper under review

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

[1505] arXiv:2109.07149 (cross-list from cs.MM) [pdf, other]

Title: Fusion with Hierarchical Graphs for Mulitmodal Emotion Recognition

Shuyun Tang, Zhaojie Luo, Guoshun Nan, Yuichiro Yoshikawa, Ishiguro Hiroshi

Subjects: Multimedia (cs.MM); Artificial Intelligence (cs.AI); Machine Learning (cs.LG); Sound (cs.SD)

[1506] arXiv:2109.07171 (cross-list from eess.SY) [pdf, other]

Title: Balancing detectability and performance of attacks on the control channel of Markov Decision Processes

Alessio Russo, Alexandre Proutiere

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

[1507] arXiv:2109.07177 (cross-list from cs.CL) [pdf, other]

Title: Adversarial Mixing Policy for Relaxing Locally Linear Constraints in Mixup

Guang Liu, Yuzhao Mao, Hailong Huang, Weiguo Gao, Xuan Li

Comments: This paper is accepted to appear in the main conference of EMNLP2021

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

[1508] arXiv:2109.07211 (cross-list from q-fin.RM) [pdf, other]

Title: Risk Measurement, Risk Entropy, and Autonomous Driving Risk Modeling

Jiamin Yu

Comments: 11 pages, 5 figures, IME 2021

Subjects: Risk Management (q-fin.RM); Machine Learning (cs.LG)

[1509] arXiv:2109.07222 (cross-list from cs.CL) [pdf, other]

Title: EfficientBERT: Progressively Searching Multilayer Perceptron via Warm-up Knowledge Distillation

Chenhe Dong, Guangrun Wang, Hang Xu, Jiefeng Peng, Xiaozhe Ren, Xiaodan Liang

Comments: Findings of EMNLP 2021

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

[1510] arXiv:2109.07230 (cross-list from cs.CL) [pdf, other]

Title: Learning Mathematical Properties of Integers

Maria Ryskina, Kevin Knight

Comments: BlackboxNLP 2021

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

[1511] arXiv:2109.07239 (cross-list from cs.DC) [pdf, other]

Title: Internet of Behavior (IoB) and Explainable AI Systems for Influencing IoT Behavior

Haya Elayan, Moayad Aloqaily, Fakhri Karray, Mohsen Guizani

Comments: Major Revision in IEEE Network

Subjects: Distributed, Parallel, and Cluster Computing (cs.DC); Artificial Intelligence (cs.AI); Computers and Society (cs.CY); Machine Learning (cs.LG)

[1512] arXiv:2109.07253 (cross-list from cs.CV) [pdf, other]

Title: Integrating Sensing and Communication in Cellular Networks via NR Sidelink

Dariush Salami, Ramin Hasibi, Stefano Savazzi, Tom Michoel, Stephan Sigg

Comments: The paper is submitted to JSAC and it is still under review

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

[1513] arXiv:2109.07259 (cross-list from nlin.AO) [pdf, other]

Title: Modeling the effects of environmental and perceptual uncertainty using deterministic reinforcement learning dynamics with partial observability

Wolfram Barfuss, Richard P. Mann

Comments: 15 pages, 8 figures

Journal-ref: Wolfram Barfuss and Richard P. Mann (2022) Phys. Rev. E 105, 034409

Subjects: Adaptation and Self-Organizing Systems (nlin.AO); Artificial Intelligence (cs.AI); Machine Learning (cs.LG); Multiagent Systems (cs.MA); Physics and Society (physics.soc-ph)

[1514] arXiv:2109.07263 (cross-list from cs.CL) [pdf, other]

Title: End-to-End Learning of Flowchart Grounded Task-Oriented Dialogs

Dinesh Raghu, Shantanu Agarwal, Sachindra Joshi, Mausam

Comments: This is a Post-EMNLP Version that contains results on the new hidden test set. this http URL and this http URL contributed equally to this work

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

[1515] arXiv:2109.07277 (cross-list from physics.ins-det) [pdf, other]

Title: Photon detection probability prediction using one-dimensional generative neural network

Wei Mu, Alexander I. Himmel, Bryan Ramson

Subjects: Instrumentation and Detectors (physics.ins-det); Machine Learning (cs.LG); High Energy Physics - Experiment (hep-ex)

[1516] arXiv:2109.07284 (cross-list from cond-mat.mtrl-sci) [pdf, other]

Title: Quantitative reconstruction of defects in multi-layered bonded composites using fully convolutional network-based ultrasonic inversion

Jing Rao, Fangshu Yang, Huadong Mo, Stefan Kollmannsberger, Ernst Rank

Journal-ref: Journal of Sound and Vibration, 2023

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

[1517] arXiv:2109.07319 (cross-list from cs.CL) [pdf, html, other]

Title: InceptionXML: A Lightweight Framework with Synchronized Negative Sampling for Short Text Extreme Classification

Siddhant Kharbanda, Atmadeep Banerjee, Devaansh Gupta, Akash Palrecha, Rohit Babbar

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

[1518] arXiv:2109.07321 (cross-list from cs.DB) [pdf, other]

Title: PoWareMatch: a Quality-aware Deep Learning Approach to Improve Human Schema Matching

Roee Shraga, Avigdor Gal

Comments: Technical report of the paper {\sf PoWareMatch}: a Quality-aware Deep Learning Approach to Improve Human Schema Matching, accepted to ACM Journal of Data and Information Quality (JDIQ), Special Issue on Deep Learning for Data Quality

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

[1519] arXiv:2109.07322 (cross-list from eess.IV) [pdf, other]

Title: DeFungi: Direct Mycological Examination of Microscopic Fungi Images

Camilo Javier Pineda Sopo, Farshid Hajati, Soheila Gheisari

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

[1520] arXiv:2109.07323 (cross-list from cs.IR) [pdf, other]

Title: FORTAP: Using Formulas for Numerical-Reasoning-Aware Table Pretraining

Zhoujun Cheng, Haoyu Dong, Ran Jia, Pengfei Wu, Shi Han, Fan Cheng, Dongmei Zhang

Comments: Accepted by ACL'22 main track

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

[1521] arXiv:2109.07340 (cross-list from stat.ML) [pdf, other]

Title: Distribution-free Contextual Dynamic Pricing

Yiyun Luo, Will Wei Sun, and Yufeng Liu

Comments: Accepted by Mathematics of Operations Research

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

[1522] arXiv:2109.07344 (cross-list from physics.geo-ph) [pdf, other]

Title: The potential of self-supervised networks for random noise suppression in seismic data

Claire Birnie, Matteo Ravasi, Tariq Alkhalifah, Sixiu Liu

Subjects: Geophysics (physics.geo-ph); Machine Learning (cs.LG)

[1523] arXiv:2109.07348 (cross-list from cs.CL) [pdf, other]

Title: Cross-lingual Transfer of Monolingual Models

Evangelia Gogoulou, Ariel Ekgren, Tim Isbister, Magnus Sahlgren

Comments: Accepted to LREC 2022

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

[1524] arXiv:2109.07358 (cross-list from quant-ph) [pdf, other]

Title: Fermion Sampling Made More Efficient

Haoran Sun, Jie Zou, Xiaopeng Li

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

[1525] arXiv:2109.07384 (cross-list from stat.ML) [pdf, other]

Title: How to use KL-divergence to construct conjugate priors, with well-defined non-informative limits, for the multivariate Gaussian

Niko Brümmer

Comments: technical report, 10 pages

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

[1526] arXiv:2109.07395 (cross-list from cs.CR) [pdf, other]

Title: Can one hear the shape of a neural network?: Snooping the GPU via Magnetic Side Channel

Henrique Teles Maia, Chang Xiao, Dingzeyu Li, Eitan Grinspun, Changxi Zheng

Comments: 14 pages, accepted to USENIX Security 2022

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

[1527] arXiv:2109.07396 (cross-list from cs.CL) [pdf, other]

Title: Constraint based Knowledge Base Distillation in End-to-End Task Oriented Dialogs

Dinesh Raghu, Atishya Jain, Mausam, Sachindra Joshi

Comments: D. Raghu and A. Jain contributed equally to this work

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

[1528] arXiv:2109.07399 (cross-list from physics.comp-ph) [pdf, other]

Title: Disentangling Generative Factors of Physical Fields Using Variational Autoencoders

Christian Jacobsen, Karthik Duraisamy

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

[1529] arXiv:2109.07401 (cross-list from cs.CL) [pdf, other]

Title: Matching with Transformers in MELT

Sven Hertling, Jan Portisch, Heiko Paulheim

Comments: accepted at the Ontology Matching Workshop at the International Semantic Web Conference (ISWC 2021)

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

[1530] arXiv:2109.07410 (cross-list from cs.CL) [pdf, other]

Title: Assisting the Human Fact-Checkers: Detecting All Previously Fact-Checked Claims in a Document

Shaden Shaar, Nikola Georgiev, Firoj Alam, Giovanni Da San Martino, Aisha Mohamed, Preslav Nakov

Comments: detecting previously fact-checked claims, fact-checking, disinformation, fake news, social media, political debates

Journal-ref: EMNLP-2022

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

[1531] arXiv:2109.07419 (cross-list from cs.AR) [pdf, other]

Title: Union: A Unified HW-SW Co-Design Ecosystem in MLIR for Evaluating Tensor Operations on Spatial Accelerators

Geonhwa Jeong, Gokcen Kestor, Prasanth Chatarasi, Angshuman Parashar, Po-An Tsai, Sivasankaran Rajamanickam, Roberto Gioiosa, Tushar Krishna

Comments: This paper is accepted to PACT 2021

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

[1532] arXiv:2109.07424 (cross-list from cs.CL) [pdf, other]

Title: SupCL-Seq: Supervised Contrastive Learning for Downstream Optimized Sequence Representations

Hooman Sedghamiz, Shivam Raval, Enrico Santus, Tuka Alhanai, Mohammad Ghassemi

Comments: short paper, EMNLP 2021, Findings

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

[1533] arXiv:2109.07445 (cross-list from cs.CL) [pdf, other]

Title: Challenges in Detoxifying Language Models

Johannes Welbl, Amelia Glaese, Jonathan Uesato, Sumanth Dathathri, John Mellor, Lisa Anne Hendricks, Kirsty Anderson, Pushmeet Kohli, Ben Coppin, Po-Sen Huang

Comments: 23 pages, 6 figures, published in Findings of EMNLP 2021

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

[1534] arXiv:2109.07446 (cross-list from cs.CL) [pdf, other]

Title: When Does Translation Require Context? A Data-driven, Multilingual Exploration

Patrick Fernandes, Kayo Yin, Emmy Liu, André F. T. Martins, Graham Neubig

Comments: Accepted at ACL2023

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

[1535] arXiv:2109.07455 (cross-list from cs.CV) [pdf, other]

Title: Deep Bregman Divergence for Contrastive Learning of Visual Representations

Mina Rezaei, Farzin Soleymani, Bernd Bischl, Shekoofeh Azizi

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

[1536] arXiv:2109.07458 (cross-list from cs.CL) [pdf, other]

Title: Comparing Text Representations: A Theory-Driven Approach

Gregory Yauney, David Mimno

Journal-ref: Published in EMNLP 2021

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

[1537] arXiv:2109.07466 (cross-list from math.OC) [pdf, other]

Title: Neural network optimal feedback control with enhanced closed loop stability

Tenavi Nakamura-Zimmerer, Qi Gong, Wei Kang

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

[1538] arXiv:2109.07468 (cross-list from physics.ao-ph) [pdf, other]

Title: Computationally-Efficient Climate Predictions using Multi-Fidelity Surrogate Modelling

Ben Hudson, Frederik Nijweide, Isaac Sebenius

Comments: Submitted to CDCEO 2021 (1st Workshop on Complex Data Challenges in Earth Observation)

Subjects: Atmospheric and Oceanic Physics (physics.ao-ph); Machine Learning (cs.LG)

[1539] arXiv:2109.07488 (cross-list from cs.CL) [pdf, other]

Title: Comparing Euclidean and Hyperbolic Embeddings on the WordNet Nouns Hypernymy Graph

Sameer Bansal, Adrian Benton

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

[1540] arXiv:2109.07498 (cross-list from quant-ph) [pdf, other]

Title: Short Quantum Circuits in Reinforcement Learning Policies for the Vehicle Routing Problem

Fabio Sanches, Sean Weinberg, Takanori Ide, Kazumitsu Kamiya

Comments: 15 pages, 9 figures

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

[1541] arXiv:2109.07509 (cross-list from cs.CV) [pdf, other]

Title: Learning to Aggregate and Refine Noisy Labels for Visual Sentiment Analysis

Wei Zhu, Zihe Zheng, Haitian Zheng, Hanjia Lyu, Jiebo Luo

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

[1542] arXiv:2109.07513 (cross-list from cs.CL) [pdf, other]

Title: Tied & Reduced RNN-T Decoder

Rami Botros (1), Tara N. Sainath (1), Robert David (1), Emmanuel Guzman (1), Wei Li (1), Yanzhang He (1) ((1) Google Inc. USA)

Journal-ref: Proc. Interspeech 2021, 4563-4567

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

[1543] arXiv:2109.07555 (cross-list from stat.ML) [pdf, other]

Title: RaWaNet: Enriching Graph Neural Network Input via Random Walks on Graphs

Anahita Iravanizad, Edgar Ivan Sanchez Medina, Martin Stoll

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

[1544] arXiv:2109.07591 (cross-list from cs.CL) [pdf, other]

Title: On the Complementarity of Data Selection and Fine Tuning for Domain Adaptation

Dan Iter, David Grangier

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

[1545] arXiv:2109.07593 (cross-list from cs.CR) [pdf, other]

Title: Modern Cybersecurity Solution using Supervised Machine Learning

Mustafa Sakhai, Maciej Wielgosz

Comments: 17 pages, 8 figures

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

[1546] arXiv:2109.07623 (cross-list from cs.SD) [pdf, other]

Title: BacHMMachine: An Interpretable and Scalable Model for Algorithmic Harmonization for Four-part Baroque Chorales

Yunyao Zhu, Stephen Hahn, Simon Mak, Yue Jiang, Cynthia Rudin

Comments: 7 pages, 7 figures

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

[1547] arXiv:2109.07627 (cross-list from cs.RO) [pdf, other]

Title: Adversarially Regularized Policy Learning Guided by Trajectory Optimization

Zhigen Zhao, Simiao Zuo, Tuo Zhao, Ye Zhao

Comments: Accepted at L4DC 2022

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

[1548] arXiv:2109.07630 (cross-list from eess.SY) [pdf, other]

Title: Reinforcement Learning Policies in Continuous-Time Linear Systems

Mohamad Kazem Shirani Faradonbeh, Mohamad Sadegh Shirani Faradonbeh

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

[1549] arXiv:2109.07701 (cross-list from cs.CV) [pdf, other]

Title: SPIN Road Mapper: Extracting Roads from Aerial Images via Spatial and Interaction Space Graph Reasoning for Autonomous Driving

Wele Gedara Chaminda Bandara, Jeya Maria Jose Valanarasu, Vishal M. Patel

Comments: Code available at: this https URL

Journal-ref: IEEE Conference of Robotics and Automation (ICRA) 2022

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

[1550] arXiv:2109.07702 (cross-list from eess.IV) [pdf, other]

Title: A Multi-Task Cross-Task Learning Architecture for Ad-hoc Uncertainty Estimation in 3D Cardiac MRI Image Segmentation

S. M. Kamrul Hasan, Cristian A. Linte

Comments: Accepted to 2021 Computing in Cardiology (CinC); Code is available at this https URL

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