Individually Conditional Individual Mutual Information Bound on Generalization Error

17 December 2020

Papers citing "Individually Conditional Individual Mutual Information Bound on Generalization Error"

4 / 4 papers shown

Title
Generalization Guarantees for Representation Learning via Data-Dependent Gaussian Mixture Priors Romain Chor Milad Sefidgaran Piotr Krasnowski 163 2 0 21 Feb 2025
Sharpened Generalization Bounds based on Conditional Mutual Information and an Application to Noisy, Iterative Algorithms Mahdi Haghifam Jeffrey Negrea Ashish Khisti Daniel M. Roy Gintare Karolina Dziugaite 86 105 0 27 Apr 2020
Information-Theoretic Generalization Bounds for SGLD via Data-Dependent Estimates Jeffrey Negrea Mahdi Haghifam Gintare Karolina Dziugaite Ashish Khisti Daniel M. Roy FedML 145 149 0 06 Nov 2019
Information-theoretic analysis of generalization capability of learning algorithms Aolin Xu Maxim Raginsky 95 442 0 22 May 2017