A Limitation of the PAC-Bayes Framework

24 June 2020

Papers citing "A Limitation of the PAC-Bayes Framework"

12 / 12 papers shown

Title
More PAC-Bayes bounds: From bounded losses, to losses with general tail behaviors, to anytime validity Borja Rodríguez Gálvez Ragnar Thobaben Mikael Skoglund 38 9 0 21 Jun 2023
Statistical Indistinguishability of Learning Algorithms Alkis Kalavasis Amin Karbasi Shay Moran Grigoris Velegkas 30 16 0 23 May 2023
A Unified Characterization of Private Learnability via Graph Theory N. Alon Shay Moran Hilla Schefler Amir Yehudayoff 37 2 0 08 Apr 2023
Information Theoretic Lower Bounds for Information Theoretic Upper Bounds Roi Livni 24 14 0 09 Feb 2023
Limitations of Information-Theoretic Generalization Bounds for Gradient Descent Methods in Stochastic Convex Optimization Mahdi Haghifam Borja Rodríguez Gálvez Ragnar Thobaben Mikael Skoglund Daniel M. Roy Gintare Karolina Dziugaite 31 17 0 27 Dec 2022
Integral Probability Metrics PAC-Bayes Bounds Ron Amit Baruch Epstein Shay Moran Ron Meir 37 18 0 01 Jul 2022
Understanding Generalization via Leave-One-Out Conditional Mutual Information Mahdi Haghifam Shay Moran Daniel M. Roy Gintare Karolina Dziugaite 28 14 0 29 Jun 2022
Finite Littlestone Dimension Implies Finite Information Complexity Aditya Pradeep Ido Nachum Michael C. Gastpar 24 7 0 27 Jun 2022
Towards a Unified Information-Theoretic Framework for Generalization Mahdi Haghifam Gintare Karolina Dziugaite Shay Moran Daniel M. Roy 27 34 0 09 Nov 2021
User-friendly introduction to PAC-Bayes bounds Pierre Alquier FedML 69 199 0 21 Oct 2021
PAC-Bayes, MAC-Bayes and Conditional Mutual Information: Fast rate bounds that handle general VC classes Peter Grünwald Thomas Steinke Lydia Zakynthinou 30 29 0 17 Jun 2021
Pac-Bayesian Supervised Classification: The Thermodynamics of Statistical Learning O. Catoni 164 455 0 03 Dec 2007