Accelerating Nonconvex Learning via Replica Exchange Langevin Diffusion

Accelerating Nonconvex Learning via Replica Exchange Langevin Diffusion

4 July 2020

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Papers citing "Accelerating Nonconvex Learning via Replica Exchange Langevin Diffusion"

13 / 13 papers shown

Title
Enhancing Gradient-based Discrete Sampling via Parallel Tempering Luxu Liang Yuhang Jia Feng Zhou 152 0 0 26 Feb 2025
SniffySquad: Patchiness-Aware Gas Source Localization with Multi-Robot Collaboration Yuhan Cheng Xuecheng Chen Yixuan Yang Haoyang Wang Jinfeng Xu Chaopeng Hong Susu Xu Xiao-Ping Zhang Yunhao Liu 90 0 0 09 Nov 2024
Provable Convergence and Limitations of Geometric Tempering for Langevin Dynamics Omar Chehab Anna Korba Austin Stromme Adrien Vacher 160 4 0 13 Oct 2024
Constrained Exploration via Reflected Replica Exchange Stochastic Gradient Langevin Dynamics Haoyang Zheng Hengrong Du Qi Feng Wei Deng Guang Lin 65 5 0 13 May 2024
Accelerating Approximate Thompson Sampling with Underdamped Langevin Monte Carlo Haoyang Zheng Wei Deng Christian Moya Guang Lin 91 6 0 22 Jan 2024
Persistently Trained, Diffusion-assisted Energy-based Models Xinwei Zhang Z. Tan Zhijian Ou DiffM 75 2 0 21 Apr 2023
Fast Replica Exchange Stochastic Gradient Langevin Dynamics Guanxun Li Guang Lin Zecheng Zhang Quan Zhou 437 4 0 05 Jan 2023
Accelerated replica exchange stochastic gradient Langevin diffusion enhanced Bayesian DeepONet for solving noisy parametric PDEs Guang Lin Christian Moya Zecheng Zhang 76 30 0 03 Nov 2021
Faster Convergence of Stochastic Gradient Langevin Dynamics for Non-Log-Concave Sampling Difan Zou Pan Xu Quanquan Gu 108 36 0 19 Oct 2020
Accelerating Convergence of Replica Exchange Stochastic Gradient MCMC via Variance Reduction Wei Deng Qi Feng G. Karagiannis Guang Lin F. Liang 74 9 0 02 Oct 2020
Non-convex Learning via Replica Exchange Stochastic Gradient MCMC Wei Deng Qi Feng Liyao (Mars) Gao F. Liang Guang Lin BDL 77 47 0 12 Aug 2020
Replica Exchange for Non-Convex Optimization Jing-rong Dong Xin T. Tong 108 21 0 23 Jan 2020
Improved Bounds for Discretization of Langevin Diffusions: Near-Optimal Rates without Convexity Wenlong Mou Nicolas Flammarion Martin J. Wainwright Peter L. Bartlett 68 68 0 25 Jul 2019