conftrace_

unadjusted langevin algorithm

7 papers

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ULA

Co-occurring keywords · papers mentioning both

markov chain monte carlo (3) langevin dynamics (3) strongly log-concave (2) log-sobolev inequality (2) proximal sampler (2) strong data processing inequalities (1) phi-mutual information (1) girsanov's theorem (1) φ-divergence (1) φ-sobolev inequality (1)

Papers

Characterizing Dependence of Samples along the Langevin Dynamics and Algorithms via Contraction of $Φ$-Mutual Information (Extended Abstract) COLT 2025 Differential Privacy Guarantees of Markov Chain Monte Carlo Algorithms ICML 2025 Fast Convergence of $Φ$-Divergence Along the Unadjusted Langevin Algorithm and Proximal Sampler ALT 2025 Scalability Enhancement and Data-Heterogeneity Awareness in Gradient Tracking based Decentralized Bayesian Learning L4DC 2025 Tamed Langevin sampling under weaker conditions AISTATS 2025 Double-Loop Unadjusted Langevin Algorithm ICML 2020 Rapid Convergence of the Unadjusted Langevin Algorithm: Isoperimetry Suffices NeurIPS 2019