arxivcs.CLcs.LG2026-06-29
MemDelta: Controlled Baselines and Hidden Confounds in Agent Memory Evaluation
Agent memory systems are increasingly evaluated against RAG and full-context baselines, but reported gains often mix changes in the memory method with changes in the language model, embedding model, or retrieval pipeline, making it unclear what is actually being measured. We pres…