Siqing Hou

Learning Memory-Dependent Continuous Control from Demonstrations

2021 · arXiv (Cornell University)

Efficient exploration has presented a long-standing challenge in reinforcement learning, especially when rewards are sparse. A developmental system can overcome this difficulty by learning from both demonstrations and self-exploration. However, existing methods are not applicable …