2026
ReasoningBank: Scaling Agent Self-Evolving with Reasoning Memory
ICLR 2026poster
With the growing adoption of large language model (LLM) agents in persistent, real-world roles, they naturally encounter continuous streams of tasks and interactions. A key limitation, however, is their failure to learn from this accumulated experience, forcing them to discard valuable insights and…