Caleb Kumar

AssoMem: Scalable Memory QA with Multi-Signal Associative Retrieval

Accurate recall from large-scale memories remains a core challenge for memory-augmented AI assistants performing question answering (QA), especially in similarity-dense scenarios where existing methods mainly rely on semantic distance to the query for retrieval. Inspired by how humans link informati…