Memory as a Controlled Process: Learned Adaptive Memory Management for LLM Agents.

arXiv:2607.13591v3 Announce Type: replace-cross Abstract: Large Language Model (LLM) agents increasingly rely on external memory systems to accumulate experience across tasks. Yet nearly all existing approaches, from graph-structured memories to reflective ins