Machine Learning

Authors and titles for recent submissions, skipping first 531

• Mon, 6 May 2024
• Fri, 3 May 2024
• Thu, 2 May 2024
• Wed, 1 May 2024
• Tue, 30 Apr 2024

Tue, 30 Apr 2024 (continued, showing 25 of 184 entries)

[532]  arXiv:2404.17916 [pdf, other]

Title: FedCRL: Personalized Federated Learning with Contrastive Shared Representations for Label Heterogeneity in Non-IID Data

Authors: Chenghao Huang, Xiaolu Chen, Yanru Zhang, Hao Wang

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

[533]  arXiv:2404.17886 [pdf, other]

Title: Feature graphs for interpretable unsupervised tree ensembles: centrality, interaction, and application in disease subtyping

Authors: Christel Sirocchi, Martin Urschler, Bastian Pfeifer

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

[534]  arXiv:2404.17875 [pdf, other]

Title: Noisy Node Classification by Bi-level Optimization based Multi-teacher Distillation

Authors: Yujing Liu, Zongqian Wu, Zhengyu Lu, Ci Nie, Guoqiu Wen, Ping Hu, Xiaofeng Zhu

Subjects: Machine Learning (cs.LG)

[535]  arXiv:2404.17847 [pdf, other]

Title: pFedAFM: Adaptive Feature Mixture for Batch-Level Personalization in Heterogeneous Federated Learning

Authors: Liping Yi, Han Yu, Chao Ren, Heng Zhang, Gang Wang, Xiaoguang Liu, Xiaoxiao Li

Subjects: Machine Learning (cs.LG)

[536]  arXiv:2404.17830 [pdf, other]

Title: Dynamic Against Dynamic: An Open-set Self-learning Framework

Authors: Haifeng Yang, Chuanxing Geng, Pong C. Yuen, Songcan Chen

Comments: The first two authors contributed equally to this work. Accepted at IJCAI2024

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

[537]  arXiv:2404.17805 [pdf, other]

Title: From Optimization to Generalization: Fair Federated Learning against Quality Shift via Inter-Client Sharpness Matching

Authors: Nannan Wu, Zhuo Kuang, Zengqiang Yan, Li Yu

Comments: This paper is accepted at IJCAI'24 (Main Track)

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

[538]  arXiv:2404.17801 [pdf, ps, other]

Title: Dynamical Mode Recognition of Coupled Flame Oscillators by Supervised and Unsupervised Learning Approaches

Authors: Weiming Xu, Tao Yang, Peng Zhang

Comments: research paper (21 pages, 15 figures)

Subjects: Machine Learning (cs.LG)

[539]  arXiv:2404.17799 [pdf, other]

Title: Personalized Federated Learning via Sequential Layer Expansion in Representation Learning

Authors: Jaewon Jang, Bonjun Choi

Comments: 12 pages, 7 figure

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

[540]  arXiv:2404.17789 [pdf, other]

Title: BiLO: Bilevel Local Operator Learning for PDE inverse problems

Authors: Ray Zirui Zhang, Xiaohui Xie, John Lowengrub

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

[541]  arXiv:2404.17773 [pdf, other]

Title: Compressing Latent Space via Least Volume

Authors: Qiuyi Chen, Mark Fuge

Comments: 24 pages, International Conference on Learning Representations 2024

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

[542]  arXiv:2404.17768 [pdf, other]

Title: Make the Most of Your Data: Changing the Training Data Distribution to Improve In-distribution Generalization Performance

Authors: Dang Nguyen, Paymon Haddad, Eric Gan, Baharan Mirzasoleiman

Comments: 32 pages, 11 figures, 6 tables

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

[543]  arXiv:2404.17766 [pdf, other]

Title: Implementation of Big AI Models for Wireless Networks with Collaborative Edge Computing

Authors: Liekang Zeng, Shengyuan Ye, Xu Chen, Yang Yang

Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI); Distributed, Parallel, and Cluster Computing (cs.DC); Networking and Internet Architecture (cs.NI)

[544]  arXiv:2404.17746 [pdf, other]

Title: On the Rashomon ratio of infinite hypothesis sets

Authors: Evzenie Coupkova, Mireille Boutin

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

[545]  arXiv:2404.17735 [pdf, other]

Title: Causal Diffusion Autoencoders: Toward Counterfactual Generation via Diffusion Probabilistic Models

Authors: Aneesh Komanduri, Chen Zhao, Feng Chen, Xintao Wu

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

[546]  arXiv:2404.17699 [pdf, other]

Title: Deep Learning for Melt Pool Depth Contour Prediction From Surface Thermal Images via Vision Transformers

Authors: Francis Ogoke, Peter Myung-Won Pak, Alexander Myers, Guadalupe Quirarte, Jack Beuth, Jonathan Malen, Amir Barati Farimani

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

[547]  arXiv:2404.17690 [pdf, other]

Title: A Biased Estimator for MinMax Sampling and Distributed Aggregation

Authors: Joel Wolfrath, Abhishek Chandra

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

[548]  arXiv:2404.17687 [pdf, other]

Title: Knowledge Transfer for Cross-Domain Reinforcement Learning: A Systematic Review

Authors: Sergio A. Serrano, Jose Martinez-Carranza, L. Enrique Sucar

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

[549]  arXiv:2404.17674 [pdf, other]

Title: Center-Based Relaxed Learning Against Membership Inference Attacks

Authors: Xingli Fang, Jung-Eun Kim

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

[550]  arXiv:2404.17673 [pdf, other]

Title: Learning Manipulation Tasks in Dynamic and Shared 3D Spaces

Authors: Hariharan Arunachalam, Marc Hanheide, Sariah Mghames

Comments: 5 pages

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

[551]  arXiv:2404.17651 [pdf, other]

Title: Hard ASH: Sparsity and the right optimizer make a continual learner

Authors: Santtu Keskinen

Comments: ICLR 2024 TinyPaper

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

[552]  arXiv:2404.17626 [pdf, other]

Title: Using Pre-training and Interaction Modeling for ancestry-specific disease prediction in UK Biobank

Authors: Thomas Le Menestrel, Erin Craig, Robert Tibshirani, Trevor Hastie, Manuel Rivas

Subjects: Machine Learning (cs.LG); Quantitative Methods (q-bio.QM); Applications (stat.AP); Computation (stat.CO)

[553]  arXiv:2404.17625 [pdf, other]

Title: Alice's Adventures in a Differentiable Wonderland -- Volume I, A Tour of the Land

Authors: Simone Scardapane

Comments: Companion website for additional chapters: this https URL

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

[554]  arXiv:2404.17620 [pdf, other]

Title: Neural Modes: Self-supervised Learning of Nonlinear Modal Subspaces

Authors: Jiahong Wang, Yinwei Du, Stelian Coros, Bernhard Thomaszewski

Comments: Accepted to CVPR 2024

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

[555]  arXiv:2404.17609 [pdf, other]

Title: CoSD: Collaborative Stance Detection with Contrastive Heterogeneous Topic Graph Learning

Authors: Yinghan Cheng, Qi Zhang, Chongyang Shi, Liang Xiao, Shufeng Hao, Liang Hu

Comments: 13 pages

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

[556]  arXiv:2404.18928 (cross-list from cs.CV) [pdf, other]

Title: Stylus: Automatic Adapter Selection for Diffusion Models

Authors: Michael Luo, Justin Wong, Brandon Trabucco, Yanping Huang, Joseph E. Gonzalez, Zhifeng Chen, Ruslan Salakhutdinov, Ion Stoica

Comments: Project Website: this https URL

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

• Mon, 6 May 2024
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• Thu, 2 May 2024
• Wed, 1 May 2024
• Tue, 30 Apr 2024