Learning Adaptive Exploration Strategies in Dynamic Environments Through
Informed Policy Regularization

Learning Adaptive Exploration Strategies in Dynamic Environments Through Informed Policy Regularization

6 May 2020

Pierre-Alexandre Kamienny

Thibault Lavril

Nicolas Usunier

Ludovic Denoyer

Papers citing "Learning Adaptive Exploration Strategies in Dynamic Environments Through Informed Policy Regularization"

11 / 11 papers shown

Title
Towards a Reward-Free Reinforcement Learning Framework for Vehicle Control Jielong Yang Daoyuan Huang 46 0 0 21 Feb 2025
Recurrent Hypernetworks are Surprisingly Strong in Meta-RL Jacob Beck Risto Vuorio Zheng Xiong Shimon Whiteson 47 9 0 26 Sep 2023
A Survey of Meta-Reinforcement Learning Jacob Beck Risto Vuorio E. Liu Zheng Xiong L. Zintgraf Chelsea Finn Shimon Whiteson OOD OffRL 39 124 0 19 Jan 2023
An Adaptive Deep RL Method for Non-Stationary Environments with Piecewise Stable Context Xiaoyu Chen Xiangming Zhu Yufeng Zheng Pushi Zhang Li Zhao ... Peng Cheng Y. Xiong Tao Qin Jianyu Chen Tie-Yan Liu OffRL 16 11 0 24 Dec 2022
Giving Feedback on Interactive Student Programs with Meta-Exploration E. Liu Moritz Stephan Allen Nie Chris Piech Emma Brunskill Chelsea Finn AI4Ed 32 8 0 16 Nov 2022
Block Contextual MDPs for Continual Learning Shagun Sodhani Franziska Meier Joelle Pineau Amy Zhang CLL 41 26 0 13 Oct 2021
Offline Meta-Reinforcement Learning with Online Self-Supervision Vitchyr H. Pong Ashvin Nair Laura M. Smith Catherine Huang Sergey Levine OffRL 34 66 0 08 Jul 2021
Meta-Reinforcement Learning by Tracking Task Non-stationarity Riccardo Poiani Andrea Tirinzoni Marcello Restelli OffRL 24 10 0 18 May 2021
MetaVIM: Meta Variationally Intrinsic Motivated Reinforcement Learning for Decentralized Traffic Signal Control Liwen Zhu Peixi Peng Zongqing Lu Xiangqian Wang Yonghong Tian 24 20 0 04 Jan 2021
Rapid Learning or Feature Reuse? Towards Understanding the Effectiveness of MAML Aniruddh Raghu M. Raghu Samy Bengio Oriol Vinyals 196 640 0 19 Sep 2019
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 487 11,715 0 09 Mar 2017