Uniform-in-time propagation of chaos for mean field Langevin dynamics

6 December 2022

Papers citing "Uniform-in-time propagation of chaos for mean field Langevin dynamics"

18 / 18 papers shown

Title
Mirror Mean-Field Langevin Dynamics Anming Gu Juno Kim 29 0 0 05 May 2025
Beyond Propagation of Chaos: A Stochastic Algorithm for Mean Field Optimization Chandan Tankala Dheeraj M. Nagaraj Anant Raj 39 0 0 17 Mar 2025
Propagation of Chaos for Mean-Field Langevin Dynamics and its Application to Model Ensemble Atsushi Nitanda Anzelle Lee Damian Tan Xing Kai Mizuki Sakaguchi Taiji Suzuki AI4CE 53 1 0 09 Feb 2025
Convergence Analysis of the Wasserstein Proximal Algorithm beyond Geodesic Convexity Shuailong Zhu Xiaohui Chen 72 0 0 28 Jan 2025
Learning Multi-Index Models with Neural Networks via Mean-Field Langevin Dynamics Alireza Mousavi-Hosseini Denny Wu Murat A. Erdogdu MLT AI4CE 27 6 0 14 Aug 2024
Large Stepsize Gradient Descent for Non-Homogeneous Two-Layer Networks: Margin Improvement and Fast Optimization Yuhang Cai Jingfeng Wu Song Mei Michael Lindsey Peter L. Bartlett 32 2 0 12 Jun 2024
Partially Observed Trajectory Inference using Optimal Transport and a Dynamics Prior Anming Gu Edward Chien Kristjan Greenewald 44 4 0 11 Jun 2024
Improved Particle Approximation Error for Mean Field Neural Networks Atsushi Nitanda 18 6 0 24 May 2024
Convergence analysis of controlled particle systems arising in deep learning: from finite to infinite sample size Huafu Liao Alpár R. Mészáros Chenchen Mou Chao Zhou 21 2 0 08 Apr 2024
Mean-field Analysis on Two-layer Neural Networks from a Kernel Perspective Shokichi Takakura Taiji Suzuki MLT 22 5 0 22 Mar 2024
Sampling from the Mean-Field Stationary Distribution Yunbum Kook Matthew Shunshi Zhang Sinho Chewi Murat A. Erdogdu Mufan Bill Li 56 7 0 12 Feb 2024
Transformers Learn Nonlinear Features In Context: Nonconvex Mean-field Dynamics on the Attention Landscape Juno Kim Taiji Suzuki 18 18 0 02 Feb 2024
Mean-field underdamped Langevin dynamics and its spacetime discretization Qiang Fu Ashia Wilson 32 4 0 26 Dec 2023
Symmetric Mean-field Langevin Dynamics for Distributional Minimax Problems Juno Kim Kakei Yamamoto Kazusato Oko Zhuoran Yang Taiji Suzuki 30 9 0 02 Dec 2023
Convergence of mean-field Langevin dynamics: Time and space discretization, stochastic gradient, and variance reduction Taiji Suzuki Denny Wu Atsushi Nitanda 27 16 0 12 Jun 2023
Primal and Dual Analysis of Entropic Fictitious Play for Finite-sum Problems Atsushi Nitanda Kazusato Oko Denny Wu Nobuhito Takenouchi Taiji Suzuki 24 3 0 06 Mar 2023
Stochastic Modified Flows, Mean-Field Limits and Dynamics of Stochastic Gradient Descent Benjamin Gess Sebastian Kassing Vitalii Konarovskyi DiffM 24 6 0 14 Feb 2023
Convex Analysis of the Mean Field Langevin Dynamics Atsushi Nitanda Denny Wu Taiji Suzuki MLT 59 64 0 25 Jan 2022