PAC-Bayesian Offline Contextual Bandits With Guarantees

24 October 2022

Papers citing "PAC-Bayesian Offline Contextual Bandits With Guarantees"

8 / 8 papers shown

Title
Bayesian Off-Policy Evaluation and Learning for Large Action Spaces Imad Aouali Victor-Emmanuel Brunel David Rohde Anna Korba OffRL 78 5 0 22 Feb 2024
Offline Neural Contextual Bandits: Pessimism, Optimization and Generalization Thanh Nguyen-Tang Sunil R. Gupta A. Nguyen Svetha Venkatesh OffRL 59 30 0 27 Nov 2021
Improving Offline Contextual Bandits with Distributional Robustness Otmane Sakhi Louis Faury Flavian Vasile OffRL 17 7 0 13 Nov 2020
BLOB : A Probabilistic Model for Recommendation that Combines Organic and Bandit Signals Otmane Sakhi Stephen Bonner D. Rohde Flavian Vasile 47 34 0 28 Aug 2020
Dichotomize and Generalize: PAC-Bayesian Binary Activated Deep Neural Networks Gaël Letarte Pascal Germain Benjamin Guedj Franccois Laviolette MQ AI4CE UQCV 47 54 0 24 May 2019
Variance reduction properties of the reparameterization trick Ming Xu M. Quiroz Robert Kohn Scott A. Sisson AAML 49 66 0 27 Sep 2018
Offline A/B testing for Recommender Systems Alexandre Gilotte Clément Calauzènes Thomas Nedelec A. Abraham Simon Dollé OffRL 59 220 0 22 Jan 2018
Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms Han Xiao Kashif Rasul Roland Vollgraf 135 8,807 0 25 Aug 2017