A Convergence Theory for SVGD in the Population Limit under Talagrand's Inequality T1

6 June 2021

Papers citing "A Convergence Theory for SVGD in the Population Limit under Talagrand's Inequality T1"

18 / 18 papers shown

Title
Improved Finite-Particle Convergence Rates for Stein Variational Gradient Descent Krishnakumar Balasubramanian Sayan Banerjee Promit Ghosal 40 2 0 13 Sep 2024
Stein Variational Ergodic Search Darrick Lee Cameron J. Lerch Fabio Ramos Ian Abraham 32 3 0 17 Jun 2024
Long-time asymptotics of noisy SVGD outside the population limit Victor Priser Pascal Bianchi Adil Salim 40 1 0 17 Jun 2024
Zeroth-Order Sampling Methods for Non-Log-Concave Distributions: Alleviating Metastability by Denoising Diffusion Ye He Kevin Rojas Molei Tao DiffM 38 8 0 27 Feb 2024
Bayesian Multi-Task Transfer Learning for Soft Prompt Tuning Haeju Lee Minchan Jeong SeYoung Yun Kee-Eung Kim AAML VPVLM 53 2 0 13 Feb 2024
Towards a Better Theoretical Understanding of Independent Subnetwork Training Egor Shulgin Peter Richtárik AI4CE 28 6 0 28 Jun 2023
Provably Fast Finite Particle Variants of SVGD via Virtual Particle Stochastic Approximation Aniket Das Dheeraj M. Nagaraj 35 7 0 27 May 2023
Learning Rate Free Sampling in Constrained Domains Louis Sharrock Lester W. Mackey Christopher Nemeth 41 2 0 24 May 2023
Tuning-Free Maximum Likelihood Training of Latent Variable Models via Coin Betting Louis Sharrock Daniel Dodd Christopher Nemeth 32 7 0 24 May 2023
Towards Understanding the Dynamics of Gaussian-Stein Variational Gradient Descent Tianle Liu Promit Ghosal Krishnakumar Balasubramanian Natesh S. Pillai 27 9 0 23 May 2023
Augmented Message Passing Stein Variational Gradient Descent Jiankui Zhou Yue Qiu 17 0 0 18 May 2023
Forward-backward Gaussian variational inference via JKO in the Bures-Wasserstein Space Michael Diao Krishnakumar Balasubramanian Sinho Chewi Adil Salim BDL 32 21 0 10 Apr 2023
Coin Sampling: Gradient-Based Bayesian Inference without Learning Rates Louis Sharrock Christopher Nemeth BDL 28 8 0 26 Jan 2023
A Finite-Particle Convergence Rate for Stein Variational Gradient Descent Jiaxin Shi Lester W. Mackey 28 18 0 17 Nov 2022
Regularized Stein Variational Gradient Flow Ye He Krishnakumar Balasubramanian Bharath K. Sriperumbudur Jianfeng Lu OT 34 11 0 15 Nov 2022
Sampling with Mollified Interaction Energy Descent Lingxiao Li Qiang Liu Anna Korba Mikhail Yurochkin Justin Solomon 38 15 0 24 Oct 2022
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 107 324 0 09 Feb 2016