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Journal of Machine Learning Research · 期刊 · Machine Learning

2026-04-24 至 2026-04-24 共收录 1
2303.03237 2026-04-24 stat.ML cs.LG math.ST stat.CO stat.TH

Convergence Rates for Non-Log-Concave Sampling and Log-Partition Estimation

非对数凹采样与对数分区估计的收敛速率

David Holzmüller, Francis Bach

机构 * INRIA Ecole Normale Supérieure PSL Research University(INRIA 格尔诺勒高等师范大学PSL研究大学)

AI总结 研究非对数凹采样和对数分区估计的收敛速率,探讨其与优化问题的关系,发现采样和分区计算的最优速率有时等于或快于优化。

Comments Published in JMLR. New in v4: Summary tables / sections. Plots can be reproduced using the code at https://github.com/dholzmueller/sampling_experiments

Journal ref Journal of Machine Learning Research 26(249):1-72, 2025

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