Efficient multi-goal reinforcement learning via value consistency prioritization

J Xu, S Li, R Yang, C Yuan, L Han - Journal of Artificial Intelligence …, 2023 - jair.org
Goal-conditioned reinforcement learning (RL) with sparse rewards remains a challenging
problem in deep RL. Hindsight Experience Replay (HER) has been demonstrated to be an …

Multi-Step Hindsight Experience Replay with Bias Reduction for Efficient Multi-Goal Reinforcement Learning

Y Yang, R Yang, J Lyu, J Yan, F Luo… - … on Frontiers of …, 2023 - ieeexplore.ieee.org
Multi-goal reinforcement learning has emerged as a powerful approach for planning and
robot manipulation tasks, but it faces challenges such as sparse rewards and sample …