arXiv:2611.09721v1 Announce Type: new Abstract: LLM agents benefit from using memory systems to improve performance on long-horizon, multi-session tasks. However, memory introduces a critical attack surface. Malicious instructions encountered in one session may be stored and propagated through memory before being retrieved and acted upon in later sessions.
MemoryDojo: Benchmarking Poisoning Through LLM Agent Memory
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