PAC-Bayesian Bounds for Randomized Empirical Risk Minimizers

11 December 2007

Papers citing "PAC-Bayesian Bounds for Randomized Empirical Risk Minimizers"

16 / 16 papers shown

Title
Filtered not Mixed: Stochastic Filtering-Based Online Gating for Mixture of Large Language Models Raeid Saqur Anastasis Kratsios Florian Krach Yannick Limmer Jacob-Junqi Tian John Willes Blanka Horvath Frank Rudzicz MoE 45 0 0 24 Feb 2025
Scalable PAC-Bayesian Meta-Learning via the PAC-Optimal Hyper-Posterior: From Theory to Practice Jonas Rothfuss Martin Josifoski Vincent Fortuin Andreas Krause 37 7 0 14 Nov 2022
A General framework for PAC-Bayes Bounds for Meta-Learning A. Rezazadeh AI4CE 21 4 0 11 Jun 2022
User-friendly introduction to PAC-Bayes bounds Pierre Alquier FedML 51 196 0 21 Oct 2021
Online learning with exponential weights in metric spaces Q. Paris 24 4 0 26 Mar 2021
Gibbs posterior concentration rates under sub-exponential type losses Nicholas Syring Ryan Martin 14 29 0 08 Dec 2020
PAC-Bayes Analysis Beyond the Usual Bounds Omar Rivasplata Ilja Kuzborskij Csaba Szepesvári John Shawe-Taylor 30 80 0 23 Jun 2020
PAC-Bayesian AUC classification and scoring James Ridgway Pierre Alquier Nicolas Chopin Feng Liang 35 21 0 07 Oct 2014
A General Framework for Updating Belief Distributions Pier Giovanni Bissiri Chris Holmes S. Walker 46 466 0 27 Jun 2013
Prediction of quantiles by statistical learning and application to GDP forecasting Pierre Alquier Xiaoyin Li AI4TS 57 14 0 20 Feb 2012
PAC-Bayesian aggregation and multi-armed bandits Jean-Yves Audibert 98 21 0 15 Nov 2010
Linear regression through PAC-Bayesian truncation Jean-Yves Audibert O. Catoni 70 16 0 01 Oct 2010
Mirror averaging with sparsity priors A. Dalalyan Alexandre B. Tsybakov 102 59 0 05 Mar 2010
Sparse Regression Learning by Aggregation and Langevin Monte-Carlo A. Dalalyan Alexandre B. Tsybakov 101 178 0 06 Mar 2009
Model selection for weakly dependent time series forecasting Pierre Alquier Olivier Wintenberger OOD AI4TS 73 80 0 17 Feb 2009
Pac-Bayesian Supervised Classification: The Thermodynamics of Statistical Learning O. Catoni 148 453 0 03 Dec 2007