Tighter Expected Generalization Error Bounds via Convexity of Information Measures

24 February 2022

Papers citing "Tighter Expected Generalization Error Bounds via Convexity of Information Measures"

10 / 10 papers shown

Title
The Generalization Error of Machine Learning Algorithms S. Perlaza Xinying Zou 69 6 0 18 Nov 2024
How Does Distribution Matching Help Domain Generalization: An Information-theoretic Analysis Yuxin Dong Tieliang Gong Hong Chen Shuangyong Song Weizhan Zhang Chen Li OOD 42 0 0 14 Jun 2024
Generalization Analysis of Machine Learning Algorithms via the Worst-Case Data-Generating Probability Measure Xinying Zou S. Perlaza I. Esnaola Eitan Altman 29 16 0 19 Dec 2023
On the Validation of Gibbs Algorithms: Training Datasets, Test Datasets and their Aggregation S. Perlaza I. Esnaola Gaetan Bisson H. Vincent Poor 16 19 0 21 Jun 2023
Exactly Tight Information-Theoretic Generalization Error Bound for the Quadratic Gaussian Problem Ruida Zhou C. Tian Tie Liu 52 3 0 01 May 2023
Empirical Risk Minimization with Relative Entropy Regularization S. Perlaza Gaetan Bisson I. Esnaola Alain Jean-Marie Stefano Rini 19 20 0 12 Nov 2022
Learning Algorithm Generalization Error Bounds via Auxiliary Distributions Gholamali Aminian Saeed Masiha Laura Toni M. Rodrigues 19 7 0 02 Oct 2022
Integral Probability Metrics PAC-Bayes Bounds Ron Amit Baruch Epstein Shay Moran Ron Meir 32 18 0 01 Jul 2022
f-divergences and their applications in lossy compression and bounding generalization error Saeed Masiha A. Gohari Mohammad Hossein Yassaee 16 12 0 21 Jun 2022
Improved Information Theoretic Generalization Bounds for Distributed and Federated Learning L. P. Barnes Alex Dytso H. V. Poor FedML 41 16 0 04 Feb 2022