Memory is Reconstructed, Not Retrieved: Graph Memory for LLM Agents

Shuo Ji, Yibo Li, Bryan Hooi

Despite recent progress, LLM agents still struggle with reasoning over long interaction histories. While current memory-augmented agents rely on a static retrieve-then-reason parad…