Sample-Conditioned Hypothesis Stability Sharpens Information-Theoretic Generalization Bounds

31 October 2023

Papers citing "Sample-Conditioned Hypothesis Stability Sharpens Information-Theoretic Generalization Bounds"

10 / 10 papers shown

Title
Generalization Bounds via Conditional $f$ -Information Ziqiao Wang Yongyi Mao FedML 45 1 0 30 Oct 2024
Information Complexity of Stochastic Convex Optimization: Applications to Generalization and Memorization Idan Attias Gintare Karolina Dziugaite Mahdi Haghifam Roi Livni Daniel M. Roy 30 6 0 14 Feb 2024
Exactly Tight Information-Theoretic Generalization Error Bound for the Quadratic Gaussian Problem Ruida Zhou C. Tian Tie Liu 44 3 0 01 May 2023
On the tightness of information-theoretic bounds on generalization error of learning algorithms Xuetong Wu J. Manton U. Aickelin Jingge Zhu 32 2 0 26 Mar 2023
Information-Theoretic Analysis of Unsupervised Domain Adaptation Ziqiao Wang Yongyi Mao 38 11 0 03 Oct 2022
On Leave-One-Out Conditional Mutual Information For Generalization Mohamad Rida Rammal Alessandro Achille Aditya Golatkar Suhas Diggavi Stefano Soatto VLM 28 5 0 01 Jul 2022
On the Generalization of Models Trained with SGD: Information-Theoretic Bounds and Implications Ziqiao Wang Yongyi Mao FedML MLT 37 22 0 07 Oct 2021
Information-theoretic generalization bounds for black-box learning algorithms Hrayr Harutyunyan Maxim Raginsky Greg Ver Steeg Aram Galstyan 40 41 0 04 Oct 2021
Information-Theoretic Generalization Bounds for SGLD via Data-Dependent Estimates Jeffrey Negrea Mahdi Haghifam Gintare Karolina Dziugaite Ashish Khisti Daniel M. Roy FedML 113 147 0 06 Nov 2019
Pac-Bayesian Supervised Classification: The Thermodynamics of Statistical Learning O. Catoni 148 454 0 03 Dec 2007