RIFAR: Reliability-Informed and Forgetting-Aware Replay for Continual Robot Learning with World-Action Models

Zirui Song, Tu Lin, Zirong Song +11

Genuine embodied agency requires robots to turn continuous real-world experience into lasting, transferable skills. This demands continual learning that integrates new capabilities…