PAC-Bayes Un-Expected Bernstein Inequality

31 May 2019

Papers citing "PAC-Bayes Un-Expected Bernstein Inequality"

16 / 16 papers shown

Title
Recursive PAC-Bayes: A Frequentist Approach to Sequential Prior Updates with No Information Loss Yi-Shan Wu Yijie Zhang Badr-Eddine Chérief-Abdellatif Yevgeny Seldin 61 2 0 23 May 2024
A PAC-Bayesian Link Between Generalisation and Flat Minima Maxime Haddouche Paul Viallard Umut Simsekli Benjamin Guedj 67 3 0 13 Feb 2024
A Primer on PAC-Bayesian Learning Benjamin Guedj 53 221 0 16 Jan 2019
PAC-Bayes bounds for stable algorithms with instance-dependent priors Omar Rivasplata E. Parrado-Hernández John Shawe-Taylor Shiliang Sun Csaba Szepesvári 29 54 0 18 Jun 2018
Non-Vacuous Generalization Bounds at the ImageNet Scale: A PAC-Bayesian Compression Approach Wenda Zhou Victor Veitch Morgane Austern Ryan P. Adams Peter Orbanz 53 212 0 16 Apr 2018
A PAC-Bayesian Approach to Spectrally-Normalized Margin Bounds for Neural Networks Behnam Neyshabur Srinadh Bhojanapalli Nathan Srebro 47 604 0 29 Jul 2017
Computing Nonvacuous Generalization Bounds for Deep (Stochastic) Neural Networks with Many More Parameters than Training Data Gintare Karolina Dziugaite Daniel M. Roy 65 808 0 31 Mar 2017
Simpler PAC-Bayesian Bounds for Hostile Data Pierre Alquier Benjamin Guedj 127 72 0 23 Oct 2016
Combining Adversarial Guarantees and Stochastic Fast Rates in Online Learning Wouter M. Koolen Peter Grünwald T. Erven 41 37 0 20 May 2016
Fast Rates for General Unbounded Loss Functions: from ERM to Generalized Bayes Peter Grünwald Nishant A. Mehta 87 72 0 01 May 2016
Fast rates in statistical and online learning T. Erven Peter Grünwald Nishant A. Mehta Mark D. Reid Robert C. Williamson 71 108 0 09 Jul 2015
Risk Bounds for the Majority Vote: From a PAC-Bayesian Analysis to a Learning Algorithm Pascal Germain A. Lacasse François Laviolette M. Marchand Jean-Francis Roy 23 142 0 28 Mar 2015
From Stochastic Mixability to Fast Rates Nishant A. Mehta Robert C. Williamson 38 15 0 14 Jun 2014
Optimal learning with Bernstein Online Aggregation Olivier Wintenberger FedML 61 77 0 04 Apr 2014
Empirical Bernstein Bounds and Sample Variance Penalization Andreas Maurer Massimiliano Pontil 99 540 0 21 Jul 2009
Pac-Bayesian Supervised Classification: The Thermodynamics of Statistical Learning O. Catoni 209 458 0 03 Dec 2007