At the close of the 1980s, the independent contributions of Yann Brenier, Mike Cullen and John Mather launched a revolution in the venerable field of optimal transport founded by G …
N Gozlan, C Léonard - arXiv preprint arXiv:1003.3852, 2010 - arxiv.org
arXiv:1003.3852v1 [math.PR] 19 Mar 2010 Page 1 arXiv:1003.3852v1 [math.PR] 19 Mar 2010 TRANSPORT INEQUALITIES. A SURVEY NATHAEL GOZLAN, CHRISTIAN LÉONARD …
We study sampling from a target distribution $\nu_*= e^{-f} $ using the unadjusted Langevin Monte Carlo (LMC) algorithm. For any potential function $ f $ whose tails behave like …
Z Cheng, S Zhang, L Yu… - Advances in Neural …, 2024 - proceedings.neurips.cc
Particle-based variational inference methods (ParVIs) such as Stein variational gradient descent (SVGD) update the particles based on the kernelized Wasserstein gradient flow for …
R Adamczak, P Wolff - Probability Theory and Related Fields, 2015 - Springer
Building on the inequalities for homogeneous tetrahedral polynomials in independent Gaussian variables due to R. Latała we provide a concentration inequality for not …
Random matrix theory has developed in the last few years, in connection with various fields of mathematics and physics. These notes emphasize the relation with the problem of …
Stein's method for concentration inequalities was introduced to prove concentration of measure in problems involving complex dependencies such as random permutations and …