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langevin monte carlo

33 papers

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Also known as

LMC

Co-occurring keywords

markov chain monte carlo (725) bayesian inference (1907) log-concave distribution (46) sampling algorithm (130) thompson sampling (237) convex optimization (1321) stochastic gradient (296) langevin dynamics (128) wasserstein distance (417) poincare inequality (9)

Papers

h-Edit: Effective and Flexible Diffusion-Based Editing via Doob's h-Transform CVPR 2025
Langevin Monte Carlo Beyond Lipschitz Gradient Continuity AAAI 2025
Faster Sampling without Isoperimetry via Diffusion-based Monte Carlo COLT 2024
Penalized Overdamped and Underdamped Langevin Monte Carlo Algorithms for Constrained Sampling JMLR 2024
Accelerating Approximate Thompson Sampling with Underdamped Langevin Monte Carlo AISTATS 2024
Robust exploration with adversary via Langevin Monte Carlo L4DC 2024
Accelerating Neural Field Training via Soft Mining CVPR 2024
Constrained Sampling with Primal-Dual Langevin Monte Carlo NIPS 2024
Randomized Exploration in Cooperative Multi-Agent Reinforcement Learning NIPS 2024
Fisher information lower bounds for sampling ALT 2023
Langevin Quasi-Monte Carlo NIPS 2023
Tight Regret and Complexity Bounds for Thompson Sampling via Langevin Monte Carlo AISTATS 2023
Discrete Langevin Samplers via Wasserstein Gradient Flow AISTATS 2023
Towards a Complete Analysis of Langevin Monte Carlo: Beyond Poincaré Inequality COLT 2023
Analysis of Langevin Monte Carlo from Poincare to Log-Sobolev COLT 2022
Convergence of Langevin Monte Carlo in Chi-Squared and Rényi Divergence AISTATS 2022
Bounding the Error of Discretized Langevin Algorithms for Non-Strongly Log-Concave Targets JMLR 2022
Bregman Proximal Langevin Monte Carlo via Bregman-Moreau Envelopes ICML 2022
Langevin Monte Carlo for Contextual Bandits ICML 2022
Towards a Theory of Non-Log-Concave Sampling:First-Order Stationarity Guarantees for Langevin Monte Carlo COLT 2022
Deterministic Langevin Monte Carlo with Normalizing Flows for Bayesian Inference NIPS 2022
DG-LMC: A Turn-key and Scalable Synchronous Distributed MCMC Algorithm via Langevin Monte Carlo within Gibbs ICML 2021
Langevin Monte Carlo: random coordinate descent and variance reduction JMLR 2021
On the Convergence of Langevin Monte Carlo: The Interplay between Tail Growth and Smoothness COLT 2021
Wasserstein Control of Mirror Langevin Monte Carlo COLT 2020