Belief Memory: Agent Memory Under Partial Observability

arXiv:2605.05583v1 Announce Type: new Abstract: LLM agents that operate over long context depend on external memory to accumulate knowledge over time. However, existing methods typically store each observation as a single deterministic conclusion (e.g., inferring "API~X failed" from temporary...