AgentCL: Toward Rigorous Evaluation of Continual Learning in Language Agents.

arXiv:2606.02461v3 Announce Type: replace Abstract: Language agents spend substantial inference time solving individual tasks, yet the experience acquired in one episode is often underutilized in future episodes. Continual learning expects an agent to accumula