1 citations · 1 across the 3 of their papers we have counts for
3 papers
cs.LG2026
Safety-Regulated Transfer Reinforcement Learning with Adaptive Teacher Guidance
Wenjie Huang, Yang Li, Jingjia Teng +5
We propose Safety-Regulated Adaptive Transfer Reinforcement Learning (SRATRL), a teacher--student framework that combines safety-triggered intervention, safety-adaptive value shapi…
cs.LG2025
Shaping Sparse Rewards in Reinforcement Learning: A Semi-supervised Approach
Wenyun Li, Wenjie Huang, Chen Sun
In many real-world scenarios, reward signal for agents are exceedingly sparse, making it challenging to learn an effective reward function for reward shaping. To address this issue…
cs.LG2023★ 1 cited
DRL-ORA: Distributional Reinforcement Learning with Online Risk Adaption
Yupeng Wu, Wenyun Li, Wenjie Huang +1
One of the main challenges in reinforcement learning (RL) is that the agent has to make decisions that would influence the future performance without having complete knowledge of t…