Zhifeng Yu

Robust Robot Navigation through Failure-Aversion Learning

Autonomous navigation in complex dynamic environments remains a fundamental challenge in robotics, and many reinforcement learning (RL) algorithms have demonstrated promising results, especially the on-policy ones. However, the inherent sample efficiency issue is still a fundamental problem to be so…