ActionRAG: Evidence-Refining Graph Diffusion for Long-Term Memory in LLM Agents.

arXiv:2610.32752v1 Announce Type: new Abstract: LLM agents need long-term memory that can recover precise and mutually consistent evidence from growing interaction histories, particularly when answers depend on relations among facts rather than isolated semant