On change of measure inequalities for $f$-divergences

On change of measure inequalities for $f$ -divergences

11 February 2022

Antoine Picard-Weibel

Papers citing "On change of measure inequalities for $f$-divergences"

13 / 13 papers shown

Title
Tighter Generalisation Bounds via Interpolation Paul Viallard Maxime Haddouche Umut Simsekli Benjamin Guedj 19 3 0 07 Feb 2024
Generalized mutual information and their reference priors under Csizar f-divergence Antoine Van Biesbroeck 14 0 0 16 Oct 2023
Learning via Wasserstein-Based High Probability Generalisation Bounds Paul Viallard Maxime Haddouche Umut Simsekli Benjamin Guedj 30 12 0 07 Jun 2023
Wasserstein PAC-Bayes Learning: Exploiting Optimisation Guarantees to Explain Generalisation Maxime Haddouche Benjamin Guedj 25 0 0 14 Apr 2023
Dual RL: Unification and New Methods for Reinforcement and Imitation Learning Harshit S. Sikchi Qinqing Zheng Amy Zhang S. Niekum OffRL 36 19 0 16 Feb 2023
Instance-Dependent Generalization Bounds via Optimal Transport Songyan Hou Parnian Kassraie Anastasis Kratsios Andreas Krause Jonas Rothfuss 22 6 0 02 Nov 2022
Tighter PAC-Bayes Generalisation Bounds by Leveraging Example Difficulty Felix Biggs Benjamin Guedj 24 7 0 20 Oct 2022
PAC-Bayes Generalisation Bounds for Heavy-Tailed Losses through Supermartingales Maxime Haddouche Benjamin Guedj 51 20 0 03 Oct 2022
Integral Probability Metrics PAC-Bayes Bounds Ron Amit Baruch Epstein Shay Moran Ron Meir 27 18 0 01 Jul 2022
Sum-of-Squares Relaxations for Information Theory and Variational Inference Francis R. Bach 22 11 0 27 Jun 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 59 31 0 21 Sep 2021
Simpler PAC-Bayesian Bounds for Hostile Data Pierre Alquier Benjamin Guedj 84 72 0 23 Oct 2016
Pac-Bayesian Supervised Classification: The Thermodynamics of Statistical Learning O. Catoni 151 454 0 03 Dec 2007