Preprint Open access
RIFAR: Reliability and Forgetting-Aware Replay for Continual Robot Learning
Genuine embodied agency requires robots to turn continuous real-world experience into lasting, transferable skills. This demands continual learning that integrates new capabilities without eroding prior knowledge as tasks and environments evolve. Experience replay mitigates forgetting, but storing complete demonstratio …