Machine Learning

Authors and titles for recent submissions, skipping first 362

• Fri, 17 May 2024
• Thu, 16 May 2024
• Wed, 15 May 2024
• Tue, 14 May 2024
• Mon, 13 May 2024

Tue, 14 May 2024 (continued, showing 25 of 200 entries)

[363]  arXiv:2405.07441 [pdf, other]

Title: Reducing Spatial Discretization Error on Coarse CFD Simulations Using an OpenFOAM-Embedded Deep Learning Framework

Authors: Jesus Gonzalez-Sieiro, David Pardo, Vincenzo Nava, Victor M. Calo, Markus Towara

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

[364]  arXiv:2405.07436 [pdf, other]

Title: Can Language Models Explain Their Own Classification Behavior?

Authors: Dane Sherburn, Bilal Chughtai, Owain Evans

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

[365]  arXiv:2405.07415 [pdf, ps, other]

Title: Structured Reinforcement Learning for Incentivized Stochastic Covert Optimization

Authors: Adit Jain, Vikram Krishnamurthy

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

[366]  arXiv:2405.07414 [pdf, other]

Title: Binning as a Pretext Task: Improving Self-Supervised Learning in Tabular Domains

Authors: Kyungeun Lee, Ye Seul Sim, Hye-Seung Cho, Moonjung Eo, Suhee Yoon, Sanghyu Yoon, Woohyung Lim

Comments: ICML 2024, 18 pages (including supplementary materials)

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

[367]  arXiv:2405.07404 [pdf, ps, other]

Title: Indoor PM2.5 forecasting and the association with outdoor air pollution: a modelling study based on sensor data in Australia

Authors: Wenhua Yu, Bahareh Nakisa, Seng W. Loke, Svetlana Stevanovic, Yuming Guo, Mohammad Naim Rastgoo

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

[368]  arXiv:2405.07395 [pdf, other]

Title: CaFA: Global Weather Forecasting with Factorized Attention on Sphere

Authors: Zijie Li, Anthony Zhou, Saurabh Patil, Amir Barati Farimani

Comments: Preprint

Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI); Computational Engineering, Finance, and Science (cs.CE)

[369]  arXiv:2405.07393 [pdf, other]

Title: Intrinsic Fairness-Accuracy Tradeoffs under Equalized Odds

Authors: Meiyu Zhong, Ravi Tandon

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

[370]  arXiv:2405.07387 [pdf, other]

Title: Semantic Loss Functions for Neuro-Symbolic Structured Prediction

Authors: Kareem Ahmed, Stefano Teso, Paolo Morettin, Luca Di Liello, Pierfrancesco Ardino, Jacopo Gobbi, Yitao Liang, Eric Wang, Kai-Wei Chang, Andrea Passerini, Guy Van den Broeck

Comments: Preprint of Ch. 22 "Semantic Loss Functions for Neuro-Symbolic Structured Prediction" in "Compendium of Neurosymbolic Artificial Intelligence", this https URL arXiv admin note: substantial text overlap with arXiv:2201.11250, arXiv:2007.13197

Subjects: Machine Learning (cs.LG)

[371]  arXiv:2405.07374 [pdf, other]

Title: Conformalized Survival Distributions: A Generic Post-Process to Increase Calibration

Authors: Shi-ang Qi, Yakun Yu, Russell Greiner

Comments: Accepted to ICML 2024

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

[372]  arXiv:2405.07359 [pdf, other]

Title: Forecasting with an N-dimensional Langevin Equation and a Neural-Ordinary Differential Equation

Authors: Antonio Malpica-Morales, Miguel A. Duran-Olivencia, Serafim Kalliadasis

Comments: 26 pages, 7 figures

Journal-ref: Chaos, 34, 043105 (2024)

Subjects: Machine Learning (cs.LG); Dynamical Systems (math.DS); Data Analysis, Statistics and Probability (physics.data-an); Methodology (stat.ME)

[373]  arXiv:2405.07344 [pdf, other]

Title: TKAN: Temporal Kolmogorov-Arnold Networks

Authors: Remi Genet, Hugo Inzirillo

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

[374]  arXiv:2405.07331 [pdf, other]

Title: Stochastic Bandits with ReLU Neural Networks

Authors: Kan Xu, Hamsa Bastani, Surbhi Goel, Osbert Bastani

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

[375]  arXiv:2405.07327 [pdf, other]

Title: Liquid Ensemble Selection for Continual Learning

Authors: Carter Blair, Ben Armstrong, Kate Larson

Comments: Accepted at Canadian AI Conference 2024

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

[376]  arXiv:2405.07317 [pdf, other]

Title: Machine Unlearning in Contrastive Learning

Authors: Zixin Wang, Kongyang Chen

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

[377]  arXiv:2405.07316 [pdf, other]

Title: VALID: a Validated Algorithm for Learning in Decentralized Networks with Possible Adversarial Presence

Authors: Mayank Bakshi, Sara Ghasvarianjahromi, Yauhen Yakimenka, Allison Beemer, Oliver Kosut, Joerg Kliewer

Comments: This is an extended version of the paper at International Symposium on Information Theory 2024

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

[378]  arXiv:2405.07260 [pdf, ps, other]

Title: A Supervised Information Enhanced Multi-Granularity Contrastive Learning Framework for EEG Based Emotion Recognition

Authors: Xiang Li, Jian Song, Zhigang Zhao, Chunxiao Wang, Dawei Song, Bin Hu

Comments: 5 pages, 3 figures, 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

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

[379]  arXiv:2405.07252 [pdf, ps, other]

Title: Universal Batch Learning Under The Misspecification Setting

Authors: Shlomi Vituri, Meir Feder

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

[380]  arXiv:2405.07236 [pdf, other]

Title: Adaptive control of recurrent neural networks using conceptors

Authors: Guillaume Pourcel, Mirko Goldmann, Ingo Fischer, Miguel C. Soriano

Subjects: Machine Learning (cs.LG); Adaptation and Self-Organizing Systems (nlin.AO)

[381]  arXiv:2405.07233 [pdf, other]

Title: OXYGENERATOR: Reconstructing Global Ocean Deoxygenation Over a Century with Deep Learning

Authors: Bin Lu, Ze Zhao, Luyu Han, Xiaoying Gan, Yuntao Zhou, Lei Zhou, Luoyi Fu, Xinbing Wang, Chenghu Zhou, Jing Zhang

Comments: Accepted to ICML 2024

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

[382]  arXiv:2405.07223 [pdf, other]

Title: Ensemble Successor Representations for Task Generalization in Offline-to-Online Reinforcement Learning

Authors: Changhong Wang, Xudong Yu, Chenjia Bai, Qiaosheng Zhang, Zhen Wang

Comments: Accepted by Science China Information Sciences

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

[383]  arXiv:2405.07220 [pdf, other]

Title: On Discovery of Local Independence over Continuous Variables via Neural Contextual Decomposition

Authors: Inwoo Hwang, Yunhyeok Kwak, Yeon-Ji Song, Byoung-Tak Zhang, Sanghack Lee

Comments: Conference on Causal Learning and Reasoning (CLeaR), 2023

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

[384]  arXiv:2405.07200 [pdf, other]

Title: Chebyshev Polynomial-Based Kolmogorov-Arnold Networks: An Efficient Architecture for Nonlinear Function Approximation

Authors: Sidharth SS, Gokul R

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

[385]  arXiv:2405.07175 [pdf, other]

Title: On-Demand Model and Client Deployment in Federated Learning with Deep Reinforcement Learning

Authors: Mario Chahoud, Hani Sami, Azzam Mourad, Hadi Otrok, Jamal Bentahar, Mohsen Guizani

Subjects: Machine Learning (cs.LG)

[386]  arXiv:2405.07142 [pdf, other]

Title: Cross-Domain Continual Learning via CLAMP

Authors: Weiwei Weng, Mahardhika Pratama, Jie Zhang, Chen Chen, Edward Yapp Kien Yee, Ramasamy Savitha

Comments: Under Review in Elsevier Journal

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

[387]  arXiv:2405.07140 [pdf, other]

Title: Edge Intelligence Optimization for Large Language Model Inference with Batching and Quantization

Authors: Xinyuan Zhang, Jiang Liu, Zehui Xiong, Yudong Huang, Gaochang Xie, Ran Zhang

Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI); Networking and Internet Architecture (cs.NI)

• Fri, 17 May 2024
• Thu, 16 May 2024
• Wed, 15 May 2024
• Tue, 14 May 2024
• Mon, 13 May 2024