arxivcs.AI2026-07-20
Exploratory and Assimilating Reflection: Reflective Recall Cycle for Long-term Memory
Ganesh Senrayan, Moyuru Yamada, Ishan Jindal, Kiran Purohit
LLM-based autonomous agents require external memory to overcome their statelessness and limited context window for long-term interaction and dynamic knowledge reasoning. However, existing memory retrieval methods often lack adaptability and sample efficiency, and struggle to retr…