SLOPE: Optimistic Potential Landscape Shaping for Model-based Reinforcement Learning

Yao-Hui Li, Zeyu Wang, Xin Li +7

Model-based reinforcement learning (MBRL) is sample-efficient but struggles in sparse reward settings. A critical bottleneck arises from the lack of informative gradients in sparse…