Action-Adaptive Continual Learning: Enabling Policy Generalization under Dynamic Action Spaces

Chaofan Pan, Jiafen Liu, Yanhua Li +4

Continual Learning (CL) is a powerful tool that enables agents to learn a sequence of tasks, accumulating knowledge learned in the past and using it for problem-solving or future t…