Fast Rates for Maximum Entropy Exploration

Fast Rates for Maximum Entropy Exploration

14 March 2023

Denis Belomestny

Daniele Calandriello

Pierre Perrault

Pierre Menard

Papers citing "Fast Rates for Maximum Entropy Exploration"

15 / 15 papers shown

Title
Enhancing Diversity in Parallel Agents: A Maximum State Entropy Exploration Story Vincenzo De Paola Riccardo Zamboni Mirco Mutti Marcello Restelli 12 0 0 02 May 2025
Can RLHF be More Efficient with Imperfect Reward Models? A Policy Coverage Perspective Jiawei Huang Bingcong Li Christoph Dann Niao He OffRL 74 0 0 26 Feb 2025
Federated UCBVI: Communication-Efficient Federated Regret Minimization with Heterogeneous Agents Safwan Labbi D. Tiapkin Lorenzo Mancini Paul Mangold Eric Moulines FedML 68 0 0 30 Oct 2024
Robot Policy Learning with Temporal Optimal Transport Reward Yuwei Fu Haichao Zhang Di Wu Wei-ping Xu Benoit Boulet OffRL 31 1 0 29 Oct 2024
Optimizing Backward Policies in GFlowNets via Trajectory Likelihood Maximization Timofei Gritsaev Nikita Morozov S. Samsonov D. Tiapkin 16 0 0 20 Oct 2024
Maximum Entropy On-Policy Actor-Critic via Entropy Advantage Estimation Jean Seong Bjorn Choe Jong-Kook Kim 20 2 0 25 Jul 2024
The Limits of Pure Exploration in POMDPs: When the Observation Entropy is Enough Riccardo Zamboni Duilio Cirino Marcello Restelli Mirco Mutti 29 4 0 18 Jun 2024
How to Explore with Belief: State Entropy Maximization in POMDPs Riccardo Zamboni Duilio Cirino Marcello Restelli Mirco Mutti 18 3 0 04 Jun 2024
Exploratory Preference Optimization: Harnessing Implicit Q*-Approximation for Sample-Efficient RLHF Tengyang Xie Dylan J. Foster Akshay Krishnamurthy Corby Rosset Ahmed Hassan Awadallah Alexander Rakhlin 36 32 0 31 May 2024
Surprise-Adaptive Intrinsic Motivation for Unsupervised Reinforcement Learning Adriana Hugessen Roger Creus Castanyer Faisal Mohamed Glen Berseth 23 0 0 27 May 2024
Generalizing Machine Learning Evaluation through the Integration of Shannon Entropy and Rough Set Theory Olga Cherednichenko Dmytro Chernyshov Dmytro Sytnikov Polina Sytnikova 39 0 0 18 Apr 2024
Probabilistic Inference in Reinforcement Learning Done Right Jean Tarbouriech Tor Lattimore Brendan O'Donoghue BDL OffRL 10 4 0 22 Nov 2023
Generative Flow Networks as Entropy-Regularized RL D. Tiapkin Nikita Morozov Alexey Naumov Dmitry Vetrov 30 28 0 19 Oct 2023
Minimax Optimal Q Learning with Nearest Neighbors Puning Zhao Lifeng Lai OffRL 38 9 0 03 Aug 2023
Reward-Free Exploration for Reinforcement Learning Chi Jin A. Krishnamurthy Max Simchowitz Tiancheng Yu OffRL 104 194 0 07 Feb 2020