2 papers
cs.LG2025
An Empirical Study on the Effectiveness of Incorporating Offline RL As Online RL Subroutines
Jianhai Su, Jinzhu Luo, Qi Zhang
We take the novel perspective of incorporating offline RL algorithms as subroutines of tabula rasa online RL. This is feasible because an online learning agent can repurpose its hi…
cs.LG2024
Reinforcement Learning with Euclidean Data Augmentation for State-Based Continuous Control
Jinzhu Luo, Dingyang Chen, Qi Zhang
Data augmentation creates new data points by transforming the original ones for a reinforcement learning (RL) agent to learn from, which has been shown to be effective for the obje…