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(Non-) asymptotic properties of Stochastic Gradient Langevin Dynamics

2 January 2015

Papers citing "(Non-) asymptotic properties of Stochastic Gradient Langevin Dynamics"

25 / 25 papers shown

Title
From Global to Local: A Scalable Benchmark for Local Posterior Sampling Rohan Hitchcock Jesse Hoogland 118 1 0 29 Jul 2025
Aggregated Gradient Langevin DynamicsAAAI Conference on Artificial Intelligence (AAAI), 2019 Chao Zhang Jiahao Xie Zebang Shen P. Zhao Tengfei Zhou Hui Qian 185 1 0 21 Oct 2019
Validated Variational Inference via Practical Posterior Error BoundsInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2019 Jonathan H. Huggins Mikolaj Kasprzak Trevor Campbell Tamara Broderick 308 41 0 09 Oct 2019
Cyclical Stochastic Gradient MCMC for Bayesian Deep LearningInternational Conference on Learning Representations (ICLR), 2019 Ruqi Zhang Chunyuan Li Jianyi Zhang Changyou Chen A. Wilson BDL 227 290 0 11 Feb 2019
Practical bounds on the error of Bayesian posterior approximations: A nonasymptotic approach Jonathan H. Huggins Trevor Campbell Mikolaj Kasprzak Tamara Broderick 189 31 0 25 Sep 2018
On sampling from a log-concave density using kinetic Langevin diffusions A. Dalalyan L. Riou-Durand 379 166 0 24 Jul 2018
Scalable Natural Gradient Langevin Dynamics in Practice Henri Palacci H. Hess BDL 99 8 0 07 Jun 2018
Three Factors Influencing Minima in SGD Stanislaw Jastrzebski Zachary Kenton Devansh Arpit Nicolas Ballas Asja Fischer Yoshua Bengio Amos Storkey 327 502 0 13 Nov 2017
User-friendly guarantees for the Langevin Monte Carlo with inaccurate gradient A. Dalalyan Avetik G. Karagulyan 422 311 0 29 Sep 2017
Control Variates for Stochastic Gradient MCMC Jack Baker Paul Fearnhead E. Fox Christopher Nemeth BDL 217 105 0 16 Jun 2017
Geometry and Dynamics for Markov Chain Monte Carlo Alessandro Barp François‐Xavier Briol A. Kennedy Mark Girolami AI4CE 161 31 0 08 May 2017
Differentially Private Neighborhood-based Recommender SystemsIFIP International Information Security Conference (IFIP SEC), 2017 Jun Wang Qiang Tang 134 12 0 09 Jan 2017
On the Convergence of Stochastic Gradient MCMC Algorithms with High-Order Integrators Changyou Chen Nan Ding Lawrence Carin 150 166 0 21 Oct 2016
Stochastic Gradient MCMC with Stale Gradients Changyou Chen Nan Ding Chunyuan Li Yizhe Zhang Lawrence Carin BDL 183 23 0 21 Oct 2016
Multilevel Monte Carlo for Scalable Bayesian Computations M. Giles Tigran Nagapetyan Lukasz Szpruch Sebastian J. Vollmer K. Zygalakis 157 9 0 15 Sep 2016
The Zig-Zag Process and Super-Efficient Sampling for Bayesian Analysis of Big DataAnnals of Statistics (Ann. Stat.), 2016 J. Bierkens Paul Fearnhead Gareth O. Roberts 226 240 0 11 Jul 2016
Quantifying the accuracy of approximate diffusions and Markov chains Jonathan H. Huggins James Zou 323 29 0 20 May 2016
Multilevel Monte Carlo methods for the approximation of invariant measures of stochastic differential equations M. Giles Mateusz B. Majka Lukasz Szpruch Sebastian J. Vollmer K. Zygalakis 297 4 0 04 May 2016
Bridging the Gap between Stochastic Gradient MCMC and Stochastic Optimization Changyou Chen David Carlson Zhe Gan Chunyuan Li Lawrence Carin 195 92 0 25 Dec 2015
Covariance-Controlled Adaptive Langevin Thermostat for Large-Scale Bayesian Sampling Xiaocheng Shang Zhanxing Zhu Benedict Leimkuhler Amos J. Storkey 146 53 0 29 Oct 2015
Optimal approximating Markov chains for Bayesian inference J. Johndrow Jonathan C. Mattingly Sayan Mukherjee David B. Dunson 246 31 0 13 Aug 2015
Provable Bayesian Inference via Particle Mirror DescentInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2015 Bo Dai Niao He H. Dai Le Song 371 76 0 09 Jun 2015
Fast Differentially Private Matrix Factorization Ziqi Liu Yu Wang Alex Smola FedML 241 130 0 06 May 2015
Privacy for Free: Posterior Sampling and Stochastic Gradient Monte Carlo Yu Wang S. Fienberg Alex Smola 226 250 0 26 Feb 2015
Enabling scalable stochastic gradient-based inference for Gaussian processes by employing the Unbiased LInear System SolvEr (ULISSE) Maurizio Filippone Raphael Engler 305 32 0 22 Jan 2015