A Direct Sum Result for the Information Complexity of Learning

16 April 2018

Papers citing "A Direct Sum Result for the Information Complexity of Learning"

5 / 5 papers shown

Title
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
Towards a Unified Information-Theoretic Framework for Generalization Mahdi Haghifam Gintare Karolina Dziugaite Shay Moran Daniel M. Roy 24 34 0 09 Nov 2021
User-friendly introduction to PAC-Bayes bounds Pierre Alquier FedML 60 196 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 28 29 0 17 Jun 2021
Reasoning About Generalization via Conditional Mutual Information Thomas Steinke Lydia Zakynthinou 23 159 0 24 Jan 2020