Stein Variational Gradient Descent: many-particle and long-time asymptotics

25 February 2021

Papers citing "Stein Variational Gradient Descent: many-particle and long-time asymptotics"

16 / 16 papers shown

Title
Smoothed Distance Kernels for MMDs and Applications in Wasserstein Gradient Flows Nicolaj Rux Michael Quellmalz Gabriele Steidl 24 0 0 10 Apr 2025
Accelerated Stein Variational Gradient Flow Viktor Stein Wuchen Li 51 0 0 30 Mar 2025
Long-time asymptotics of noisy SVGD outside the population limit Victor Priser Pascal Bianchi Adil Salim 40 1 0 17 Jun 2024
Measure transport with kernel mean embeddings Linfeng Wang Nikolas Nusken 21 7 0 23 Jan 2024
GAD-PVI: A General Accelerated Dynamic-Weight Particle-Based Variational Inference Framework Fangyikang Wang Huminhao Zhu Chao Zhang Han Zhao Hui Qian 24 5 0 27 Dec 2023
Convergence and stability results for the particle system in the Stein gradient descent method José A. Carrillo Jakub Skrzeczkowski 17 2 0 26 Dec 2023
Metropolis-adjusted interacting particle sampling Bjorn Sprungk Simon Weissmann Jakob Zech 21 7 0 21 Dec 2023
Provably Fast Finite Particle Variants of SVGD via Virtual Particle Stochastic Approximation Aniket Das Dheeraj M. Nagaraj 25 7 0 27 May 2023
Convergence of Stein Variational Gradient Descent under a Weaker Smoothness Condition Lukang Sun Avetik G. Karagulyan Peter Richtárik 21 19 0 01 Jun 2022
Rough McKean-Vlasov dynamics for robust ensemble Kalman filtering M. Coghi T. Nilssen Nikolas Nusken Sebastian Reich 19 8 0 14 Jul 2021
A Convergence Theory for SVGD in the Population Limit under Talagrand's Inequality T1 Adil Salim Lukang Sun Peter Richtárik 11 20 0 06 Jun 2021
Stein's Method Meets Computational Statistics: A Review of Some Recent Developments Andreas Anastasiou Alessandro Barp F. Briol B. Ebner Robert E. Gaunt ... Qiang Liu Lester W. Mackey Chris J. Oates G. Reinert Yvik Swan 22 35 0 07 May 2021
Measure Transport with Kernel Stein Discrepancy Matthew A. Fisher T. Nolan Matthew M. Graham D. Prangle Chris J. Oates OT 23 15 0 22 Oct 2020
Measuring Sample Quality with Kernels Jackson Gorham Lester W. Mackey 86 222 0 06 Mar 2017
A Kernel Test of Goodness of Fit Kacper P. Chwialkowski Heiko Strathmann A. Gretton BDL 104 324 0 09 Feb 2016
MCMC using Hamiltonian dynamics Radford M. Neal 185 3,262 0 09 Jun 2012