EMIR$^2$: Evolution-Aware Memory with Intent-Guided Multi-Round Retrieval.

arXiv:2609.32584v1 Announce Type: new Abstract: Long-term memory enables large language model (LLM) agents to leverage historical interactions for future tasks. However, existing memory systems struggle to utilize continuously evolving historical information,