Wen-He Zhang

An Analysis of Streaming Deep Reinforcement Learning for Adaptive Continual Learning in Robotics

Over the course of a lifetime, robots may encounter novel scenarios unaccounted for in its original training that result in performance degradation. One common approach to mitigating this issue is to further grow the offline training dataset in hopes of producing a policy robust to these changes. In contrast, biologica...