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University of Massachusetts Amherst(马萨诸塞大学阿默斯特分校)

2025-10-27 至 2025-10-27 共收录 4
2510.21017 2025-10-27 cs.LG

Fair Representation Learning with Controllable High Confidence Guarantees via Adversarial Inference

Yuhong Luo, Austin Hoag, Xintong Wang, Philip S. Thomas, Przemyslaw A. Grabowicz

机构 * Rutgers University(罗格斯大学) Sony AI(索尼人工智能) University of Massachusetts Amherst(马萨诸塞大学阿姆赫斯特分校) University College Dublin(都柏林大学) University of Massachusetts(马萨诸塞大学)

Comments Accepted by NeurIPS 2025

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2508.03872 2025-10-27 cs.LG cs.AI cs.DC

Intelligent Sampling of Extreme-Scale Turbulence Datasets for Accurate and Efficient Spatiotemporal Model Training

Wesley Brewer, Murali Meena Gopalakrishnan, Matthias Maiterth, Aditya Kashi, Jong Youl Choi, Pei Zhang, Stephen Nichols, Riccardo Balin, Miles Couchman, Stephen de Bruyn Kops, P. K. Yeung, Daniel Dotson, Rohini Uma-Vaideswaran, Sarp Oral, Feiyi Wang

机构 * Oak Ridge National Laboratory(橡树岭国家实验室) Argonne National Laboratory(阿贡国家实验室) York University(约克大学) University of Massachusetts Amherst(马萨诸塞大学阿默斯特分校) Georgia Institute of Technology(佐治亚理工学院)

Comments 13 pages, 9 figures, 2 tables

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2505.13499 2025-10-27 cs.LG cs.AI math.OC

Optimal Control for Transformer Architectures: Enhancing Generalization, Robustness and Efficiency

Kelvin Kan, Xingjian Li, Benjamin J. Zhang, Tuhin Sahai, Stanley Osher, Markos A. Katsoulakis

机构 * Department of Mathematics UCLA(数学系,加州大学洛杉矶分校) Oden Institute University of Texas at Austin(奥登研究所,德克萨斯大学奥斯汀分校) School of Data Science and Society UNC Chapel Hill(数据科学与社会学院,北卡罗来纳大学夏洛特分校) SRI International(SRI国际) Department of Mathematics and Statistics University of Massachusetts Amherst(数学与统计系,马萨诸塞大学阿姆赫斯特分校)

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2504.14025 2025-10-27 cs.LG

Large Language Bayes

Justin Domke

机构 * University of Massachusetts Amherst(马萨诸塞大学阿默斯特分校)

Comments NeurIPS 2025

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