Abstract: Continual learning (CL), or the ability to acquire, process, and learn from new information without forgetting acquired knowledge, is a fundamental quality of an intelligent agent. The human ...
Abstract: Recent advances in deep reinforcement learning (DRL) have demonstrated significant potential in applications such as autonomous driving and embodied intelligence. However, these large-scale, ...