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"

5 / 5 papers shown

Title
Improving the Data-efficiency of Reinforcement Learning by Warm-starting with LLM Thang Duong Minglai Yang Chicheng Zhang OffRL 69 0 0 16 May 2025
On The Statistical Complexity of Offline Decision-Making Thanh Nguyen-Tang R. Arora OffRL 224 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 100 2 0 06 Nov 2024
Hybrid Reinforcement Learning from Offline Observation Alone Yuda Song J. Andrew Bagnell Aarti Singh OffRL 125 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 69 2 0 02 Oct 2023