Langevin Dynamics

Ask about this topic

Latest papers 56

11 papers in the last four weeks, up 120% on the four weeks before. 0.1% of all new papers.

All topics
CardsList

  1. Reflected Proximal Dynamics for Accelerated High-Accuracy Log-Concave Sampling

    Oct 12, 2026Bo Yuan, Wei Guo, Yongxin ChenLog-Concave SamplingLangevin Dynamics

    Georgia Institute of Technology

  2. Diffusion Removes Langevin's Conditioning Dependence: A Sharp Gaussian Analysis

    Oct 8, 2026Adam Perbost, Francis Bach, Pierre MarionDiffusion SamplingScore-Based Generative Modeling

    Inria, École normale supérieure – PSL Research University Paris, France

  3. Accelerating Non-Smooth and Heavy-Tailed Sampling

    Oct 8, 2026Pervez Ali, Xiaoyu Wang, Yingli Wang +1Langevin DynamicsMarkov Chain Monte Carlo

    Department of Mathematics, Florida State University, Tallahassee, Florida, United States of America · Fintech Thrust, Hong Kong University of Science and Technology (Guangzhou), Guangzhou, Guangdong Province, People’s Republic of China · School of Mathematical Sciences, Fudan University, Shanghai, People’s Republic of China

  4. Kinetic Langevin Meets Split Gibbs: Accelerated Posterior Sampling for Imaging Inverse Problems with Diffusion Priors

    Oct 7, 2026Dai Hai Nguyen, Duc Dung NguyenBayesian Inverse ProblemsMarkov Chain Monte Carlo

    Hokkaido University · Institute of Information Technology, VAST

  5. Reflected Anchored Langevin Algorithms

    Oct 7, 2026Changwei Tu, Xiaoyu Wang, Yingli Wang +2Langevin DynamicsMarkov Chain Monte Carlo

    Hong Kong University of Science and Technology (Guangzhou), Guangzhou, Guangdong Province, People’s Republic of China · School of Mathematical Sciences, Fudan University, Shanghai, People’s Republic of China · School of Mathematics and Statistics, Beijing Institute of Technology, Beijing 100081, People’s Republic of China +1

  6. Sharp dimensional analysis of midpoint methods for Langevin sampling

    Oct 5, 2026Fan Chen, Sinho Chewi, Jianfeng Lu +1Markov Chain Monte CarloStochastic Differential Equations

    Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology. · Department of Statistics and Data Science, Yale University. · Department of Mathematics, Duke University. +1

  7. Langevin Flow Maps: Efficient Molecular Dynamics and Transition Path Sampling

    Oct 5, 2026Sam McCallum, Niklas Rindtorff, Alexander Tong +1Stochastic Differential EquationsMachine Learning Interatomic Potentials

    University of Bath · AITHYRA

  8. Muon meets Tamed Langevin: Momentum Preconditioning beyond Convex and gradient-Lipschitz Potentials

    Oct 1, 2026Nikolaos Makras, Sotirios SabanisMarkov Chain Monte CarloMomentum Methods

    School of Mathematics, University of Edinburgh, UK · National Technical University of Athens, Greece · Athena/Archimedes Research Centre, Greece

  9. Near-Linear Accuracy Bounds for Moreau--Yosida Unadjusted Langevin Sampling

    Sep 30, 2026Yuchen Xin, Zhihua ZhangMarkov Chain Monte CarloLangevin Dynamics

    School of Mathematical Sciences, Peking University

  10. Ornstein-Uhlenbeck Is Hard to Beat, Yet Superlinear Drift Ships Lower Transport Costs

    Sep 29, 2026Attila Lovas, Lóránt NagyDiffusion-Based Image GenerationScore-Based Generative Modeling

    HUN-REN Alfréd Rényi Institute of Mathematics Budapest, Hungary

  11. First-Order Stationarity of Reverse Diffusions

    Sep 25, 2026Zhifeng Chen, Chenyang Jiang, Yazhen WangDiffusion ModelsDiffusion Sampling

    Department of Statistics, UW-Madison

  12. Penalized Nonreversible Langevin for Constrained Sampling

    Sep 21, 2026Pervez Ali, Weihao Dong, Xiaoyu WangMarkov Chain Monte CarloStochastic Gradient Langevin Dynamics

    Department of Mathematics, Florida State University, Tallahassee, Florida, United States of America · Hong Kong University of Science and Technology (Guangzhou), Guangzhou, Guangdong, People’s Republic of China · FinTech Thrust, Hong Kong University of Science and Technology (Guangzhou), Guangzhou, Guangdong, People’s Republic of China

  13. Poisson-Corrector Complexity Bounds for Moreau--Yosida Unadjusted Langevin Sampling

    Sep 11, 2026Yuchen Xin, Zhihua ZhangLangevin DynamicsLog-Concave Sampling

    School of Mathematical Sciences, Peking University

  14. Fast PAC Global Optimization via Restarted Langevin: Exploration, Exploitation, and Degenerate Cooling

    Sep 5, 2026Ioannis Kontoyiannis, Sean MeynGlobal OptimizationLangevin Dynamics

    Statistical Laboratory, Centre for Mathematical Sciences, University of Cambridge, Wilberforce Road, Cambridge CB3 0WB, UK · Department of Electrical and Computer Engineering, University of Florida, Gainesville, FL, USA

  15. Improved Analysis for Hessian-free High-resolution Monte Carlo Sampling

    Aug 25, 2026Wujun Lv, Xiaoyu Wang, Yingli Wang +1Markov Chain Monte CarloLangevin Dynamics

    School of Mathematics and Statistics, Donghua University, Shanghai, People’s Republic of China · Hong Kong University of Science and Technology (Guangzhou), Guangzhou, Guangdong Province, People’s Republic of China · School of Mathematical Sciences, Fudan University, Shanghai, People’s Republic of China +1

  16. Rényi Tracking Bounds for Langevin Dynamics with Moving Targets

    Aug 25, 2026Yuchen Xin, Jingxin Zhan, Zhihua ZhangLangevin Dynamics

    School of Mathematical Sciences, Peking University

  17. Picard Proximal Monte Carlo for Parallel Bayesian Imaging with Score-Based Generative Priors

    Aug 18, 2026Deliang Wei, Evan Bell, Wenhan Guo +2Posterior SamplingBayesian Inverse Problems

    Johns Hopkins University · University of California, Los Angeles

  18. Active-Trace Complexity Bounds for Moreau--Yosida Unadjusted Langevin Sampling

    Aug 13, 2026Yuchen Xin, Zhihua ZhangLangevin DynamicsSample Complexity

    School of Mathematical Sciences, Peking University

  19. The Tamed Subgradient Unadjusted Langevin Algorithm beyond Convexity

    Aug 6, 2026Iosif Lytras, Nikolaos Makras, Sotirios SabanisStochastic Gradient Langevin DynamicsLangevin Dynamics

    School of Mathematics, University of Edinburgh, UK · National Technical University of Athens, Greece · Athena/Archimedes Research Centre, Greece

  20. Comparing SGLD and a fixed-noise Predictor-Corrector adaptation in canonical Joint Energy-Based Models on CIFAR-10

    Aug 5, 2026Dmytro KnopovStochastic Gradient Langevin DynamicsLangevin Dynamics

    Faculty of Computer Sciences, Department of Mathematics, National University of Kyiv-Mohyla Academy, Kyiv, Ukraine.

  21. Particle-based Generalised Stochastic Optimisation

    Aug 3, 2026Jiechen Jackie Zhang, O. Deniz AkyildizStochastic OptimizationLangevin Dynamics

    Department of Mathematics, Imperial College London

  22. Wasserstein mixing time of the unadjusted Langevin algorithm

    Aug 3, 2026Francesco Pedrotti, Peter A. WhalleyMarkov Chain Monte CarloLangevin Dynamics

    ETH Zürich

  23. Teacher Knows It Best: Spontaneous Symmetry Breaking and Tipping Points in Networked Langevin Dynamics AI Sycophancy

    Jul 27, 2026Sayantari Ghosh, Saumik Bhattacharya, Partha Pratim ChakrabartiLLM SycophancyLangevin Dynamics

    National Institute of Technology Durgapur, Durgapur, India · Indian Institute of Technology Kharagpur, Kharagpur, India

  24. RELTA-SGLD: Relative-Growth Localized Taming for Nonconvex Stochastic-Gradient Langevin Learning

    Jul 21, 2026Yiwei Zhou, Ziheng ChenStochastic Gradient Langevin DynamicsLangevin Dynamics

    School of Mathematics and Statistics, Yunnan University, Kunming, Yunnan 650500, China.

  25. Delocalization of bias in unadjusted Hamiltonian Monte Carlo and underdamped Langevin

    Jul 16, 2026Yifan Chen, Xiaoou Cheng, Jonathan Niles-Weed +1Markov Chain Monte CarloLangevin Dynamics

    Department of Mathematics, University of California, Los Angeles, CA 90095, USA · Courant Institute, New York University, NY 10012, USA

  26. Avoiding unsafe sets when training with Langevin Dynamics

    Jul 8, 2026Adam M. ObermanLangevin DynamicsStochastic Optimization Convergence

    Department of Mathematics and Statistics, McGill University, Montreal, QC, Canada; Mila, Quebec AI Institute; and LawZero

  27. Variance Reduction for Stochastic Gradient Generalized Non-reversible Langevin Monte Carlo Algorithms

    Jun 27, 2026Bingye Ni, Xiaoyu Wang, Yingli Wang +1Markov Chain Monte CarloStochastic Gradient Langevin Dynamics

    FinTech Thrust, Hong Kong University of Science and Technology (Guangzhou), Guangzhou, Guangdong, People's Republic of China · School of Mathematical Science, Fudan University, Shanghai, People's Republic of China · Department of Mathematics, Florida State University, Tallahassee, Florida, United States of America

  28. Accelerated sampling using SamAdams variable timesteps and position-adaptive Langevin dynamics

    Jun 25, 2026Benedict Leimkuhler, Peter A. WhalleyLangevin DynamicsPosterior Sampling

    School of Mathematics, University of Edinburgh, Edinburgh, UK. · Seminar for Statistics, Department of Mathematics, ETH Zürich, Zürich, Switzerland.

  29. Deterministic Envelopes for Tamed SGLD: Decoupling Stochastic Gradient Noise and Localizing Taming

    Jun 3, 2026Yiwei Zhou, Ziheng ChenStochastic Differential EquationsStochastic Gradient Langevin Dynamics

    School of Mathematics and Statistics, Yunnan University, Kunming, Yunnan, 650500, China.

  30. Speculative Sampling For Faster Molecular Dynamics

    Jun 1, 2026Arthur Kosmala, Stephan Günnemann, Meng Gao +1Langevin DynamicsMolecular Dynamics Simulation

    1FAIR at Meta · School of Computation, Information & Technology, Technical University of Munich · 3Munich Data Science Institute +1