Jensen-Shannon Information Based Characterization of the Generalization Error of Learning Algorithms

23 October 2020

Papers citing "Jensen-Shannon Information Based Characterization of the Generalization Error of Learning Algorithms"

6 / 6 papers shown

Title
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
Information-Theoretic Generalization Bounds for Transductive Learning and its Applications Huayi Tang Yong Liu 62 1 0 08 Nov 2023
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
Tighter Expected Generalization Error Bounds via Convexity of Information Measures Gholamali Aminian Yuheng Bu G. Wornell Miguel R. D. Rodrigues 16 22 0 24 Feb 2022
An Information-theoretical Approach to Semi-supervised Learning under Covariate-shift Gholamali Aminian Mahed Abroshan Mohammad Mahdi Khalili Laura Toni M. Rodrigues OOD 33 27 0 24 Feb 2022
Characterizing the Generalization Error of Gibbs Algorithm with Symmetrized KL information Gholamali Aminian Yuheng Bu Laura Toni M. Rodrigues G. Wornell 30 4 0 28 Jul 2021