Author name: Xiaojie Wang, Bin Yang

When Langevin Monte Carlo Meets Randomization: New Sampling Algorithms with Non-asymptotic Error Bounds beyond Log-Concavity and Gradient Lipschitzness

Xiaojie Wang, Bin Yang / April 24, 2026

arXiv:2509.25630v3 Announce Type: replace
Abstract: Efficient sampling from complex and high dimensional target distributions turns out to be a fundamental task in diverse disciplines such as scientific computing, statistics and machine learning. In t…

cs.LG, cs.NA, math.NA, stat.ML

When Langevin Monte Carlo Meets Randomization: Non-asymptotic Error Bounds beyond Log-Concavity and Gradient Lipschitzness

Xiaojie Wang, Bin Yang / April 22, 2026

arXiv:2509.25630v2 Announce Type: replace-cross
Abstract: Efficient sampling from complex and high dimensional target distributions turns out to be a fundamental task in diverse disciplines such as scientific computing, statistics and machine learning…