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poincare inequality

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markov chain monte carlo (4) log-sobolev inequality (3) sampling algorithm (3) langevin monte carlo (3) langevin diffusion (2) log-concave distribution (2) stochastic process (2) markov chain (2) non log concave sampling (1) underdamped langevin monte carlo (1)

Papers

Functional Stochastic Localization COLT 2026 Diffeomorphism-based feature learning using Poincaré inequalities on augmented input space JMLR 2025 A Poincaré Inequality and Consistency Results for Signal Sampling on Large Graphs ICLR 2024 Fast Conditional Mixing of MCMC Algorithms for Non-log-concave Distributions NeurIPS 2023 Improved dimension dependence of a proximal algorithm for sampling COLT 2023 Improved Discretization Analysis for Underdamped Langevin Monte Carlo COLT 2023 Tester-Learners for Halfspaces: Universal Algorithms NeurIPS 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 Towards a Theory of Non-Log-Concave Sampling:First-Order Stationarity Guarantees for Langevin Monte Carlo COLT 2022 Statistical Estimation of the Poincaré constant and Application to Sampling Multimodal Distributions AISTATS 2020