Tighter PAC-Bayes Generalisation Bounds by Leveraging Example Difficulty

20 October 2022

Papers citing "Tighter PAC-Bayes Generalisation Bounds by Leveraging Example Difficulty"

11 / 11 papers shown

Title
Non-vacuous Generalization Bounds for Deep Neural Networks without any modification to the trained models Khoat Than Dat Phan BDL AAML VLM 60 0 0 10 Mar 2025
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 20 1 0 23 May 2024
MMD-FUSE: Learning and Combining Kernels for Two-Sample Testing Without Data Splitting Felix Biggs Antonin Schrab A. Gretton 9 18 0 14 Jun 2023
Learning via Wasserstein-Based High Probability Generalisation Bounds Paul Viallard Maxime Haddouche Umut Simsekli Benjamin Guedj 16 12 0 07 Jun 2023
Streaming PAC-Bayes Gaussian process regression with a performance guarantee for online decision making Tianyu Liu Jie Lu Zheng Yan Guangquan Zhang 23 0 0 16 Oct 2022
A Note on the Efficient Evaluation of PAC-Bayes Bounds Felix Biggs 26 1 0 12 Sep 2022
A Note on the Chernoff Bound for Random Variables in the Unit Interval Andrew Y. K. Foong W. Bruinsma David R. Burt 19 5 0 15 May 2022
Controlling Multiple Errors Simultaneously with a PAC-Bayes Bound Reuben Adams John Shawe-Taylor Benjamin Guedj 14 2 0 11 Feb 2022
Learning PAC-Bayes Priors for Probabilistic Neural Networks Maria Perez-Ortiz Omar Rivasplata Benjamin Guedj M. Gleeson Jingyu Zhang John Shawe-Taylor M. Bober J. Kittler UQCV 49 31 0 21 Sep 2021
Second Order PAC-Bayesian Bounds for the Weighted Majority Vote A. Masegosa S. Lorenzen Christian Igel Yevgeny Seldin 24 40 0 01 Jul 2020
Pac-Bayesian Supervised Classification: The Thermodynamics of Statistical Learning O. Catoni 135 451 0 03 Dec 2007