MemRetriever: Learning to Search, Reflect, and Retrieve from Long-Term Memory

Ruiyang Jiang, Chunyu Li, Zhiyu Li

Long-term memory enables personalized agents, but its value depends on retrieving the right evidence at the right time. Most memory systems use static top-k retrieval: they issue o…