EmbodiedCLBench: Evaluating Continual Learning for Self-Evolving Embodied Agents.

arXiv:2610.13021v1 Announce Type: new Abstract: Continual learning requires models to accumulate past experience and transfer it to new tasks. Despite substantial research on continual learning, existing work remains largely confined to non-embodied settings,