From Mutual Information to Expected Dynamics: New Generalization Bounds for Heavy-Tailed SGD

1 December 2023

Papers citing "From Mutual Information to Expected Dynamics: New Generalization Bounds for Heavy-Tailed SGD"

4 / 4 papers shown

Title
Understanding the Generalization Error of Markov algorithms through Poissonization Benjamin Dupuis Maxime Haddouche George Deligiannidis Umut Simsekli 37 0 0 11 Feb 2025
Uniform Generalization Bounds on Data-Dependent Hypothesis Sets via PAC-Bayesian Theory on Random Sets Benjamin Dupuis Paul Viallard George Deligiannidis Umut Simsekli 32 2 0 26 Apr 2024
Tighter Generalisation Bounds via Interpolation Paul Viallard Maxime Haddouche Umut Simsekli Benjamin Guedj 11 3 0 07 Feb 2024
A General Framework for the Practical Disintegration of PAC-Bayesian Bounds Paul Viallard Pascal Germain Amaury Habrard Emilie Morvant UQCV 26 15 0 17 Feb 2021