Online-to-PAC Conversions: Generalization Bounds via Regret Analysis

Online-to-PAC Conversions: Generalization Bounds via Regret Analysis

31 May 2023

Gábor Lugosi

Papers citing "Online-to-PAC Conversions: Generalization Bounds via Regret Analysis"

12 / 12 papers shown

Title
Confidence Sequences for Generalized Linear Models via Regret Analysis Eugenio Clerico Hamish Flynn W. Kotłowski Gergely Neu 22 0 0 23 Apr 2025
Generalization Bounds via Conditional $f$ -Information Ziqiao Wang Yongyi Mao FedML 40 1 0 30 Oct 2024
Online-to-PAC generalization bounds under graph-mixing dependencies Baptiste Abeles Eugenio Clerico Gergely Neu 11 0 0 11 Oct 2024
Generalization Error of the Tilted Empirical Risk Gholamali Aminian Amir R. Asadi Tian Li Ahmad Beirami G. Reinert Samuel N. Cohen 21 1 0 28 Sep 2024
Preparing for Black Swans: The Antifragility Imperative for Machine Learning Ming Jin 34 2 0 18 May 2024
Better-than-KL PAC-Bayes Bounds Ilja Kuzborskij Kwang-Sung Jun Yulian Wu Kyoungseok Jang Francesco Orabona FedML 27 2 0 14 Feb 2024
A PAC-Bayesian Link Between Generalisation and Flat Minima Maxime Haddouche Paul Viallard Umut Simsekli Benjamin Guedj 35 3 0 13 Feb 2024
Improved Regret Bounds of (Multinomial) Logistic Bandits via Regret-to-Confidence-Set Conversion Junghyun Lee Se-Young Yun Kwang-Sung Jun 24 12 0 28 Oct 2023
Comparing Comparators in Generalization Bounds Fredrik Hellström Benjamin Guedj 23 4 0 16 Oct 2023
Local Risk Bounds for Statistical Aggregation Jaouad Mourtada Tomas Vavskevivcius Nikita Zhivotovskiy 20 1 0 29 Jun 2023
Estimating means of bounded random variables by betting Ian Waudby-Smith Aaditya Ramdas 51 148 0 19 Oct 2020
Simpler PAC-Bayesian Bounds for Hostile Data Pierre Alquier Benjamin Guedj 79 72 0 23 Oct 2016