Active Coverage for PAC Reinforcement Learning

Active Coverage for PAC Reinforcement Learning

23 June 2023

Aymen Al Marjani

Andrea Tirinzoni

Papers citing "Active Coverage for PAC Reinforcement Learning"

12 / 12 papers shown

Title
The Importance of Non-Markovianity in Maximum State Entropy Exploration Mirco Mutti Ric De Santi Marcello Restelli 69 31 0 07 Feb 2022
Offline Reinforcement Learning: Fundamental Barriers for Value Function Approximation Dylan J. Foster A. Krishnamurthy D. Simchi-Levi Yunzong Xu OffRL 101 62 0 21 Nov 2021
Concave Utility Reinforcement Learning: the Mean-Field Game Viewpoint Matthieu Geist Julien Pérolat Mathieu Laurière Romuald Elie Sarah Perrin Olivier Bachem Rémi Munos Olivier Pietquin 69 64 0 07 Jun 2021
Leveraging Good Representations in Linear Contextual Bandits Matteo Papini Andrea Tirinzoni Marcello Restelli A. Lazaric Matteo Pirotta 54 26 0 08 Apr 2021
Provably Efficient Reward-Agnostic Navigation with Linear Value Iteration Andrea Zanette A. Lazaric Mykel J. Kochenderfer Emma Brunskill 55 64 0 18 Aug 2020
Batch Value-function Approximation with Only Realizability Tengyang Xie Nan Jiang OffRL 257 120 0 11 Aug 2020
Fast active learning for pure exploration in reinforcement learning Pierre Ménard O. D. Domingues Anders Jonsson E. Kaufmann Edouard Leurent Michal Valko 35 95 0 27 Jul 2020
Adaptive Reward-Free Exploration E. Kaufmann Pierre Ménard O. D. Domingues Anders Jonsson Edouard Leurent Michal Valko 40 81 0 11 Jun 2020
Active Model Estimation in Markov Decision Processes Jean Tarbouriech S. Shekhar Matteo Pirotta Mohammad Ghavamzadeh A. Lazaric 38 24 0 06 Mar 2020
Non-Asymptotic Pure Exploration by Solving Games Rémy Degenne Wouter M. Koolen Pierre Ménard 48 101 0 25 Jun 2019
Tighter Problem-Dependent Regret Bounds in Reinforcement Learning without Domain Knowledge using Value Function Bounds Andrea Zanette Emma Brunskill OffRL 95 274 0 01 Jan 2019
Unifying PAC and Regret: Uniform PAC Bounds for Episodic Reinforcement Learning Christoph Dann Tor Lattimore Emma Brunskill 69 307 0 22 Mar 2017