Towards a Complete Analysis of Langevin Monte Carlo: Beyond Poincaré Inequality

7 March 2023

Papers citing "Towards a Complete Analysis of Langevin Monte Carlo: Beyond Poincaré Inequality"

10 / 10 papers shown

Title
Mirror Mean-Field Langevin Dynamics Anming Gu Juno Kim 24 0 0 05 May 2025
On the query complexity of sampling from non-log-concave distributions Yuchen He Chihao Zhang 36 0 0 10 Feb 2025
Mean-Square Analysis of Discretized Itô Diffusions for Heavy-tailed Sampling Ye He Tyler Farghly Krishnakumar Balasubramanian Murat A. Erdogdu 26 4 0 01 Mar 2023
Fisher information lower bounds for sampling Sinho Chewi P. Gerber Holden Lee Chen Lu 30 15 0 05 Oct 2022
Stereographic Markov Chain Monte Carlo Jun Yang K. Latuszyñski Gareth O. Roberts 22 13 0 24 May 2022
Heavy-tailed Sampling via Transformed Unadjusted Langevin Algorithm Ye He Krishnakumar Balasubramanian Murat A. Erdogdu 28 5 0 20 Jan 2022
Minimax Mixing Time of the Metropolis-Adjusted Langevin Algorithm for Log-Concave Sampling Keru Wu S. Schmidler Yuansi Chen 34 50 0 27 Sep 2021
Convergence of Langevin Monte Carlo in Chi-Squared and Renyi Divergence Murat A. Erdogdu Rasa Hosseinzadeh Matthew Shunshi Zhang 73 41 0 22 Jul 2020
Nonasymptotic analysis of Stochastic Gradient Hamiltonian Monte Carlo under local conditions for nonconvex optimization Ömer Deniz Akyildiz Sotirios Sabanis 17 17 0 13 Feb 2020
Variable transformation to obtain geometric ergodicity in the random-walk Metropolis algorithm Leif Johnson C. Geyer 60 51 0 27 Feb 2013