Provably Efficient Multi-Task Reinforcement Learning with Model Transfer

19 July 2021

Papers citing "Provably Efficient Multi-Task Reinforcement Learning with Model Transfer"

15 / 15 papers shown

Title
Reinforcement Learning for Individual Optimal Policy from Heterogeneous Data Rui Miao Babak Shahbaba Annie Qu OffRL 31 0 0 14 May 2025
Towards Understanding the Benefit of Multitask Representation Learning in Decision Process Rui Lu Yang Yue Andrew Zhao S. Du Gao Huang OffRL 57 1 0 01 Mar 2025
Sample Efficient Myopic Exploration Through Multitask Reinforcement Learning with Diverse Tasks Ziping Xu Zifan Xu Runxuan Jiang Peter Stone Ambuj Tewari 48 1 0 03 Mar 2024
Sharing Knowledge in Multi-Task Deep Reinforcement Learning Carlo DÉramo Davide Tateo Andrea Bonarini Marcello Restelli Jan Peters 59 124 0 17 Jan 2024
Provable Benefits of Multi-task RL under Non-Markovian Decision Making Processes Ruiquan Huang Yuan Cheng Jing Yang Vincent Tan Yingbin Liang 30 0 0 20 Oct 2023
Scaling Distributed Multi-task Reinforcement Learning with Experience Sharing Sanae Amani Khushbu Pahwa samani Lin F. Yang LRM 21 0 0 11 Jul 2023
Provably Efficient Offline Reinforcement Learning with Perturbed Data Sources Chengshuai Shi Wei Xiong Cong Shen Jing Yang OffRL 30 3 0 14 Jun 2023
Robust Knowledge Transfer in Tiered Reinforcement Learning Jiawei Huang Niao He OffRL 32 1 0 10 Feb 2023
Multi-task Representation Learning for Pure Exploration in Linear Bandits Yihan Du Longbo Huang Wen Sun 25 4 0 09 Feb 2023
QMP: Q-switch Mixture of Policies for Multi-Task Behavior Sharing Grace Zhang Ayush Jain Injune Hwang Shao-Hua Sun Joseph J. Lim 35 4 0 01 Feb 2023
Horizon-Free and Variance-Dependent Reinforcement Learning for Latent Markov Decision Processes Runlong Zhou Ruosong Wang S. Du 31 3 0 20 Oct 2022
On the Power of Pre-training for Generalization in RL: Provable Benefits and Hardness Haotian Ye Xiaoyu Chen Liwei Wang S. Du OffRL 37 6 0 19 Oct 2022
Thompson Sampling for Robust Transfer in Multi-Task Bandits Zhi Wang Chicheng Zhang Kamalika Chaudhuri AAML 45 5 0 17 Jun 2022
Provably Efficient Lifelong Reinforcement Learning with Linear Function Approximation Sanae Amani Lin F. Yang Ching-An Cheng OffRL 29 1 0 01 Jun 2022
Can Q-Learning be Improved with Advice? Noah Golowich Ankur Moitra OffRL 19 12 0 25 Oct 2021