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

Jinlan Liu, Hongliang Sun, Yong Wang +4

Long-term memory enables large language model (LLM) agents to leverage historical interactions for future tasks. However, existing memory systems struggle to utilize continuously e…