MemGuard: Preventing Memory Contamination in Long-Term Memory-Augmented Large Language Models.

arXiv:2605.28009v2 Announce Type: replace-cross Abstract: Memory-augmented large language models extend reasoning beyond a fixed context window by maintaining long-term memory across interactions. However, existing memory systems often collapse stable user fac