Self-Supervised Online Reward Shaping in Sparse-Reward Environments

Farzan Memarian, Wonjoon Goo, Rudolf Lioutikov +2

We introduce Self-supervised Online Reward Shaping (SORS), which aims to improve the sample efficiency of any RL algorithm in sparse-reward environments by automatically densifying…