Accelerating Langevin Sampling with Birth-death

23 May 2019

Papers citing "Accelerating Langevin Sampling with Birth-death"

17 / 17 papers shown

Title
Sequential Monte Carlo approximations of Wasserstein--Fisher--Rao gradient flows Francesca R. Crucinio Sahani Pathiraja 53 0 0 06 Jun 2025
Solving Inverse Problems via Diffusion-Based Priors: An Approximation-Free Ensemble Sampling Approach Haoxuan Chen Yinuo Ren Martin Renqiang Min Lexing Ying Zachary Izzo DiffM MedIm 77 2 0 04 Jun 2025
New affine invariant ensemble samplers and their dimensional scaling Yifan Chen 105 0 0 05 May 2025
Computational and Statistical Asymptotic Analysis of the JKO Scheme for Iterative Algorithms to update distributions Shang Wu Yazhen Wang 104 0 0 11 Jan 2025
Importance Corrected Neural JKO Sampling Johannes Hertrich Robert Gruhlke 102 2 0 29 Jul 2024
Algorithms for mean-field variational inference via polyhedral optimization in the Wasserstein space Yiheng Jiang Sinho Chewi Aram-Alexandre Pooladian 191 10 0 05 Dec 2023
Accelerate Langevin Sampling with Birth-Death Process and Exploration Component Lezhi Tan Jianfeng Lu 60 4 0 06 May 2023
From Optimization to Sampling Through Gradient Flows Nicolas García Trillos B. Hosseini D. Sanz-Alonso 52 11 0 22 Feb 2023
Learning Gaussian Mixtures Using the Wasserstein-Fisher-Rao Gradient Flow Yuling Yan Kaizheng Wang Philippe Rigollet 110 25 0 04 Jan 2023
Two-Scale Gradient Descent Ascent Dynamics Finds Mixed Nash Equilibria of Continuous Games: A Mean-Field Perspective Yulong Lu MLT AI4CE 59 23 0 17 Dec 2022
Birth-death dynamics for sampling: Global convergence, approximations and their asymptotics Yulong Lu D. Slepčev Lihan Wang 117 25 0 01 Nov 2022
Variational inference via Wasserstein gradient flows Marc Lambert Sinho Chewi Francis R. Bach Silvère Bonnabel Philippe Rigollet BDL DRL 101 77 0 31 May 2022
DPVI: A Dynamic-Weight Particle-Based Variational Inference Framework Chao Zhang Zhijian Li Hui Qian Xin Du 71 10 0 02 Dec 2021
Efficient Gradient Flows in Sliced-Wasserstein Space Clément Bonet Nicolas Courty Franccois Septier Lucas Drumetz 141 21 0 21 Oct 2021
Ensemble Markov chain Monte Carlo with teleporting walkers M. Lindsey Jonathan Weare Anna Zhang 55 17 0 04 Jun 2021
Unbalanced Sobolev Descent Youssef Mroueh Mattia Rigotti 62 17 0 29 Sep 2020
Information Newton's flow: second-order optimization method in probability space Yifei Wang Wuchen Li 109 31 0 13 Jan 2020