Sampling via Gradient Flows in the Space of Probability Measures

Sampling via Gradient Flows in the Space of Probability Measures

5 October 2023

Daniel Zhengyu Huang

Sebastian Reich

Andrew M. Stuart

Papers citing "Sampling via Gradient Flows in the Space of Probability Measures"

14 / 14 papers shown

Title
Variational Formulation of the Particle Flow Particle Filter Yinzhuang Yi Jorge Cortés Nikolay A. Atanasov 36 0 0 06 May 2025
New affine invariant ensemble samplers and their dimensional scaling Yifan Chen 16 0 0 05 May 2025
Wasserstein Gradient Flows of MMD Functionals with Distance Kernel and Cauchy Problems on Quantile Functions Richard Duong Viktor Stein Robert Beinert J. Hertrich Gabriele Steidl 33 2 0 14 Aug 2024
Importance Corrected Neural JKO Sampling Johannes Hertrich Robert Gruhlke 30 1 0 29 Jul 2024
Fisher-Rao Gradient Flow: Geodesic Convexity and Functional Inequalities José A. Carrillo Yifan Chen Daniel Zhengyu Huang Jiaoyang Huang Dongyi Wei AI4CE 24 3 0 22 Jul 2024
Efficient, Multimodal, and Derivative-Free Bayesian Inference With Fisher-Rao Gradient Flows Yifan Chen Daniel Zhengyu Huang Jiaoyang Huang Sebastian Reich Andrew M. Stuart 43 5 0 25 Jun 2024
Sequential-in-time training of nonlinear parametrizations for solving time-dependent partial differential equations Huan Zhang Yifan Chen Eric Vanden-Eijnden Benjamin Peherstorfer 36 2 0 01 Apr 2024
Ensemble-Based Annealed Importance Sampling Haoxuan Chen Lexing Ying 33 2 0 28 Jan 2024
Affine Invariant Ensemble Transform Methods to Improve Predictive Uncertainty in Neural Networks Diksha Bhandari Jakiw Pidstrigach Sebastian Reich 25 1 0 09 Sep 2023
Birth-death dynamics for sampling: Global convergence, approximations and their asymptotics Yulong Lu D. Slepčev Lihan Wang 32 22 0 01 Nov 2022
Optimal Neural Network Approximation of Wasserstein Gradient Direction via Convex Optimization Yifei Wang Peng Chen Mert Pilanci Wuchen Li 35 8 0 26 May 2022
Minimax Mixing Time of the Metropolis-Adjusted Langevin Algorithm for Log-Concave Sampling Keru Wu S. Schmidler Yuansi Chen 39 50 0 27 Sep 2021
A Stein variational Newton method Gianluca Detommaso Tiangang Cui Alessio Spantini Youssef Marzouk Robert Scheichl 61 114 0 08 Jun 2018
MCMC using Hamiltonian dynamics Radford M. Neal 185 3,262 0 09 Jun 2012