More PAC-Bayes bounds: From bounded losses, to losses with general tail behaviors, to anytime validity

21 June 2023

Papers citing "More PAC-Bayes bounds: From bounded losses, to losses with general tail behaviors, to anytime validity"

12 / 12 papers shown

Title
Sample Compression Unleashed: New Generalization Bounds for Real Valued Losses Mathieu Bazinet Valentina Zantedeschi Pascal Germain MLT AI4CE 18 2 0 26 Sep 2024
Recursive PAC-Bayes: A Frequentist Approach to Sequential Prior Updates with No Information Loss Yi-Shan Wu Yijie Zhang Badr-Eddine Chérief-Abdellatif Yevgeny Seldin 23 1 0 23 May 2024
A note on generalization bounds for losses with finite moments Borja Rodríguez Gálvez Omar Rivasplata Ragnar Thobaben Mikael Skoglund 21 0 0 25 Mar 2024
PAC-Bayes-Chernoff bounds for unbounded losses Ioar Casado Luis A. Ortega A. Masegosa Aritz Pérez Martínez 22 6 0 02 Jan 2024
Information-Theoretic Generalization Bounds for Transductive Learning and its Applications Huayi Tang Yong Liu 53 1 0 08 Nov 2023
Comparing Comparators in Generalization Bounds Fredrik Hellström Benjamin Guedj 23 4 0 16 Oct 2023
PAC-Bayes Generalisation Bounds for Heavy-Tailed Losses through Supermartingales Maxime Haddouche Benjamin Guedj 40 20 0 03 Oct 2022
On PAC-Bayesian reconstruction guarantees for VAEs Badr-Eddine Chérief-Abdellatif Yuyang Shi Arnaud Doucet Benjamin Guedj DRL 43 17 0 23 Feb 2022
New bounds for $k$ -means and information $k$ -means Gautier Appert O. Catoni 19 5 0 14 Jan 2021
Simpler PAC-Bayesian Bounds for Hostile Data Pierre Alquier Benjamin Guedj 79 72 0 23 Oct 2016
PAC-Bayesian Estimation and Prediction in Sparse Additive Models Benjamin Guedj Pierre Alquier 98 47 0 06 Aug 2012
Pac-Bayesian Supervised Classification: The Thermodynamics of Statistical Learning O. Catoni 135 451 0 03 Dec 2007