Policy Finetuning in Reinforcement Learning via Design of Experiments
using Offline Data

Policy Finetuning in Reinforcement Learning via Design of Experiments using Offline Data

10 July 2023

Papers citing "Policy Finetuning in Reinforcement Learning via Design of Experiments using Offline Data"

12 / 12 papers shown

Title
On The Statistical Complexity of Offline Decision-Making Thanh Nguyen-Tang R. Arora OffRL 31 1 0 10 Jan 2025
Hybrid Transfer Reinforcement Learning: Provable Sample Efficiency from Shifted-Dynamics Data Chengrui Qu Laixi Shi Kishan Panaganti Pengcheng You Adam Wierman OffRL OnRL 34 0 0 06 Nov 2024
Hybrid Reinforcement Learning from Offline Observation Alone Yuda Song J. Andrew Bagnell Aarti Singh OffRL 71 2 0 11 Jun 2024
Sample-Efficiency in Multi-Batch Reinforcement Learning: The Need for Dimension-Dependent Adaptivity Emmeran Johnson Ciara Pike-Burke Patrick Rebeschini OffRL 11 2 0 02 Oct 2023
Optimal Conservative Offline RL with General Function Approximation via Augmented Lagrangian Paria Rashidinejad Hanlin Zhu Kunhe Yang Stuart J. Russell Jiantao Jiao OffRL 33 26 0 01 Nov 2022
Offline Reinforcement Learning with Differentiable Function Approximation is Provably Efficient Ming Yin Mengdi Wang Yu-Xiang Wang OffRL 43 11 0 03 Oct 2022
Near-Optimal Deployment Efficiency in Reward-Free Reinforcement Learning with Linear Function Approximation Dan Qiao Yu-Xiang Wang OffRL 61 13 0 03 Oct 2022
Batched Dueling Bandits Arpit Agarwal R. Ghuge V. Nagarajan 117 10 0 22 Feb 2022
Pessimistic Model-based Offline Reinforcement Learning under Partial Coverage Masatoshi Uehara Wen Sun OffRL 91 144 0 13 Jul 2021
Provably Efficient Reinforcement Learning with Linear Function Approximation Under Adaptivity Constraints Chi Jin Zhuoran Yang Zhaoran Wang OffRL 107 166 0 06 Jan 2021
Reward-Free Exploration for Reinforcement Learning Chi Jin A. Krishnamurthy Max Simchowitz Tiancheng Yu OffRL 104 194 0 07 Feb 2020
Deep Reinforcement Learning for Autonomous Driving: A Survey B. R. Kiran Ibrahim Sobh V. Talpaert Patrick Mannion A. A. Sallab S. Yogamani P. Pérez 143 1,599 0 02 Feb 2020