Gradient Flows for Sampling: Mean-Field Models, Gaussian Approximations
and Affine Invariance

Gradient Flows for Sampling: Mean-Field Models, Gaussian Approximations and Affine Invariance

21 February 2023

Daniel Zhengyu Huang

Sebastian Reich

Andrew M. Stuart

Papers citing "Gradient Flows for Sampling: Mean-Field Models, Gaussian Approximations and Affine Invariance"

14 / 14 papers shown

Title
Variational Formulation of the Particle Flow Particle Filter Yinzhuang Yi Jorge Cortés Nikolay Atanasov 36 0 0 06 May 2025
Evolution of Gaussians in the Hellinger-Kantorovich-Boltzmann gradient flow Matthias Liero Alexander Mielke Oliver Tse Jia Jie Zhu 29 0 0 29 Apr 2025
Kernel Approximation of Fisher-Rao Gradient Flows Jia Jie Zhu Alexander Mielke 44 5 0 27 Oct 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 51 5 0 25 Jun 2024
Doubly Adaptive Importance Sampling W. van den Boom Andrea Cremaschi Alexandre H. Thiery 26 0 0 29 Apr 2024
Measure transport with kernel mean embeddings Linfeng Wang Nikolas Nusken 34 7 0 23 Jan 2024
Sampling in Unit Time with Kernel Fisher-Rao Flow A. Maurais Youssef Marzouk 26 12 0 08 Jan 2024
Sampling via Gradient Flows in the Space of Probability Measures Yifan Chen Daniel Zhengyu Huang Jiaoyang Huang Sebastian Reich Andrew M. Stuart 30 13 0 05 Oct 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
Birth-death dynamics for sampling: Global convergence, approximations and their asymptotics Yulong Lu D. Slepčev Lihan Wang 34 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
Projected Stein Variational Gradient Descent Peng Chen Omar Ghattas BDL 55 68 0 09 Feb 2020
Fast and Scalable Bayesian Deep Learning by Weight-Perturbation in Adam Mohammad Emtiyaz Khan Didrik Nielsen Voot Tangkaratt Wu Lin Y. Gal Akash Srivastava ODL 74 266 0 13 Jun 2018
A Stein variational Newton method Gianluca Detommaso Tiangang Cui Alessio Spantini Youssef Marzouk Robert Scheichl 61 114 0 08 Jun 2018