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cs.CL2026
MemDelta: Controlled Baselines and Hidden Confounds in Agent Memory Evaluation
Kuan Wang
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…
cs.LG2026
MemLeak: Diagnosing Information Leaks in Multimodal Agent Memory
Kuan Wang, Chao Zhang
When a multimodal AI agent is asked to forget a fact, current memory systems usually delete the text entry and report success. We find that the fact can remain recoverable from ret…