A General Framework for the Practical Disintegration of PAC-Bayesian
Bounds

A General Framework for the Practical Disintegration of PAC-Bayesian Bounds

17 February 2021

Papers citing "A General Framework for the Practical Disintegration of PAC-Bayesian Bounds"

12 / 12 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 55 0 0 10 Mar 2025
Multi-View Majority Vote Learning Algorithms: Direct Minimization of PAC-Bayesian Bounds Mehdi Hennequin Abdelkrim Zitouni K. Benabdeslem H. Elghazel Yacine Gaci 26 0 0 09 Nov 2024
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
Leveraging PAC-Bayes Theory and Gibbs Distributions for Generalization Bounds with Complexity Measures Paul Viallard Rémi Emonet Amaury Habrard Emilie Morvant Valentina Zantedeschi 23 3 0 19 Feb 2024
A PAC-Bayesian Link Between Generalisation and Flat Minima Maxime Haddouche Paul Viallard Umut Simsekli Benjamin Guedj 27 3 0 13 Feb 2024
Tighter Generalisation Bounds via Interpolation Paul Viallard Maxime Haddouche Umut Simsekli Benjamin Guedj 11 3 0 07 Feb 2024
PAC-Bayes Generalization Certificates for Learned Inductive Conformal Prediction Apoorva Sharma Sushant Veer Asher Hancock Heng Yang Marco Pavone Anirudha Majumdar 41 8 0 07 Dec 2023
From Mutual Information to Expected Dynamics: New Generalization Bounds for Heavy-Tailed SGD Benjamin Dupuis Paul Viallard 13 3 0 01 Dec 2023
Practicality of generalization guarantees for unsupervised domain adaptation with neural networks Adam Breitholtz Fredrik D. Johansson OOD 17 1 0 15 Mar 2023
Kernel Interpolation as a Bayes Point Machine Jeremy Bernstein Alexander R. Farhang Yisong Yue BDL 14 4 0 08 Oct 2021
Learning Stochastic Majority Votes by Minimizing a PAC-Bayes Generalization Bound Valentina Zantedeschi Paul Viallard Emilie Morvant Rémi Emonet Amaury Habrard Pascal Germain Benjamin Guedj FedML BDL 14 16 0 23 Jun 2021
Risk-Monotonicity in Statistical Learning Zakaria Mhammedi 14 7 0 28 Nov 2020