MemQ: Integrating Q-Learning into Self-Evolving Memory Agents over Provenance DAGs.

arXiv:2605.08374v4 Announce Type: replace Abstract: Episodic memory allows LLM agents to accumulate and retrieve experience, but current methods treat each memory independently, i.e., evaluating retrieval quality in isolation without accounting for the depende