Firefly Monte Carlo: Exact MCMC with Subsets of Data

22 March 2014

Papers citing "Firefly Monte Carlo: Exact MCMC with Subsets of Data"

32 / 32 papers shown

Title
Efficient MCMC Sampling with Expensive-to-Compute and Irregular Likelihoods Conor Rosato Harvinder Lehal Simon Maskell L. Devlin Malcolm Strens 19 0 0 15 May 2025
Bayesian Computation in Deep Learning Wenlong Chen Bolian Li Ruqi Zhang Yingzhen Li BDL 75 0 0 25 Feb 2025
Coreset Markov Chain Monte Carlo Naitong Chen Trevor Campbell 32 4 0 25 Oct 2023
Machine Learning and the Future of Bayesian Computation Steven Winter Trevor Campbell Lizhen Lin Sanvesh Srivastava David B. Dunson TPM 47 4 0 21 Apr 2023
Pigeonhole Stochastic Gradient Langevin Dynamics for Large Crossed Mixed Effects Models Xinyu Zhang Cheng Li 28 0 0 18 Dec 2022
Large Language Models Are Human-Level Prompt Engineers Yongchao Zhou Andrei Ioan Muresanu Ziwen Han Keiran Paster Silviu Pitis Harris Chan Jimmy Ba ALM LLMAG 21 834 0 03 Nov 2022
Bayesian inference via sparse Hamiltonian flows Na Chen Zuheng Xu Trevor Campbell 35 14 0 11 Mar 2022
Surrogate Likelihoods for Variational Annealed Importance Sampling M. Jankowiak Du Phan BDL 35 13 0 22 Dec 2021
A Survey of Monte Carlo Methods for Parameter Estimation D. Luengo Luca Martino M. Bugallo Victor Elvira S. Särkkä 23 154 0 25 Jul 2021
Mitigating belief projection in explainable artificial intelligence via Bayesian Teaching Scott Cheng-Hsin Yang Wai Keen Vong Ravi B. Sojitra Tomas Folke Patrick Shafto 16 42 0 07 Feb 2021
Minibatch Gibbs Sampling on Large Graphical Models Christopher De Sa Vincent Chen W. Wong 26 19 0 15 Jun 2018
PASS-GLM: polynomial approximate sufficient statistics for scalable Bayesian GLM inference Jonathan H. Huggins Ryan P. Adams Tamara Broderick 24 32 0 26 Sep 2017
Hamiltonian Monte Carlo with Energy Conserving Subsampling Khue-Dung Dang M. Quiroz Robert Kohn Minh-Ngoc Tran M. Villani 31 62 0 02 Aug 2017
Mini-batch Tempered MCMC Dangna Li W. Wong 26 5 0 31 Jul 2017
Informed Sub-Sampling MCMC: Approximate Bayesian Inference for Large Datasets Florian Maire Nial Friel Pierre Alquier 33 14 0 26 Jun 2017
Control Variates for Stochastic Gradient MCMC Jack Baker Paul Fearnhead E. Fox Christopher Nemeth BDL 30 101 0 16 Jun 2017
Quasi-stationary Monte Carlo and the ScaLE Algorithm M. Pollock Paul Fearnhead A. M. Johansen Gareth O. Roberts 33 18 0 12 Sep 2016
Stochastic Bouncy Particle Sampler Ari Pakman D. Gilboa David Carlson Liam Paninski 16 32 0 03 Sep 2016
Stein Variational Gradient Descent: A General Purpose Bayesian Inference Algorithm Qiang Liu Dilin Wang BDL 19 1,069 0 16 Aug 2016
Learning Combinatorial Functions from Pairwise Comparisons Maria-Florina Balcan Aaron Smith Colin White 20 25 0 30 May 2016
Merging MCMC Subposteriors through Gaussian-Process Approximations Christopher Nemeth Chris Sherlock 22 49 0 27 May 2016
Coresets for Scalable Bayesian Logistic Regression Jonathan H. Huggins Trevor Campbell Tamara Broderick 24 217 0 20 May 2016
Quantifying the accuracy of approximate diffusions and Markov chains Jonathan H. Huggins James Zou 49 29 0 20 May 2016
Simple, Scalable and Accurate Posterior Interval Estimation Cheng Li Sanvesh Srivastava David B. Dunson 16 54 0 13 May 2016
The Bouncy Particle Sampler: A Non-Reversible Rejection-Free Markov Chain Monte Carlo Method Alexandre Bouchard-Coté Sebastian J. Vollmer Arnaud Doucet 29 235 0 08 Oct 2015
Scalable Discrete Sampling as a Multi-Armed Bandit Problem Yutian Chen Zoubin Ghahramani 32 16 0 30 Jun 2015
Parallelizing MCMC with Random Partition Trees Xiangyu Wang Fangjian Guo Katherine A. Heller David B. Dunson 32 75 0 10 Jun 2015
Provable Bayesian Inference via Particle Mirror Descent Bo Dai Niao He H. Dai Le Song 36 70 0 09 Jun 2015
Variational consensus Monte Carlo Maxim Rabinovich E. Angelino Michael I. Jordan 29 50 0 09 Jun 2015
Statistical Methods and Computing for Big Data Chun Wang Ming-Hui Chen E. Schifano Jing Wu Jun Yan 38 128 0 27 Feb 2015
Enabling scalable stochastic gradient-based inference for Gaussian processes by employing the Unbiased LInear System SolvEr (ULISSE) Maurizio Filippone Raphael Engler 24 31 0 22 Jan 2015
On nonnegative unbiased estimators Pierre E. Jacob Alexandre Hoang Thiery 48 67 0 25 Sep 2013