Bayesian Robustness: A Nonasymptotic Viewpoint

Bayesian Robustness: A Nonasymptotic Viewpoint

27 July 2019

Peter L. Bartlett

Michael I. Jordan

Papers citing "Bayesian Robustness: A Nonasymptotic Viewpoint"

15 / 15 papers shown

Title
Extended Stochastic Gradient MCMC for Large-Scale Bayesian Variable Selection Qifan Song Y. Sun Mao Ye F. Liang BDL 28 17 0 07 Feb 2020
Adaptive Hard Thresholding for Near-optimal Consistent Robust Regression A. Suggala Kush S. Bhatia Pradeep Ravikumar Prateek Jain 44 47 0 19 Mar 2019
Sampling Can Be Faster Than Optimization Yian Ma Yuansi Chen Chi Jin Nicolas Flammarion Michael I. Jordan 65 184 0 20 Nov 2018
Efficient Algorithms for Outlier-Robust Regression Adam R. Klivans Pravesh Kothari Raghu Meka AAML 46 154 0 08 Mar 2018
Sever: A Robust Meta-Algorithm for Stochastic Optimization Ilias Diakonikolas Gautam Kamath D. Kane Jerry Li Jacob Steinhardt Alistair Stewart 57 289 0 07 Mar 2018
Robust Estimation via Robust Gradient Estimation Adarsh Prasad A. Suggala Sivaraman Balakrishnan Pradeep Ravikumar 57 221 0 19 Feb 2018
Log-concave sampling: Metropolis-Hastings algorithms are fast Raaz Dwivedi Yuansi Chen Martin J. Wainwright Bin Yu 66 254 0 08 Jan 2018
Convergence of Langevin MCMC in KL-divergence Xiang Cheng Peter L. Bartlett 47 190 0 25 May 2017
Agnostic Estimation of Mean and Covariance Kevin A. Lai Anup B. Rao Santosh Vempala 79 344 0 24 Apr 2016
Robust Estimators in High Dimensions without the Computational Intractability Ilias Diakonikolas Gautam Kamath D. Kane Jingkai Li Ankur Moitra Alistair Stewart 68 510 0 21 Apr 2016
A General Method for Robust Bayesian Modeling Chong-Jun Wang David M. Blei OOD 40 53 0 17 Oct 2015
Non-asymptotic convergence analysis for the Unadjusted Langevin Algorithm Alain Durmus Eric Moulines 64 412 0 17 Jul 2015
Robust Regression via Hard Thresholding Kush S. Bhatia Prateek Jain Purushottam Kar AAML OOD 47 157 0 08 Jun 2015
Theoretical guarantees for approximate sampling from smooth and log-concave densities A. Dalalyan 66 514 0 23 Dec 2014
Robust and Scalable Bayes via a Median of Subset Posterior Measures Stanislav Minsker Sanvesh Srivastava Lizhen Lin David B. Dunson 96 110 0 11 Mar 2014