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Yun-Shan Ma

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#natural language process... Preprint Oct 2026

MemForm: Benchmarking Memory Formation Poisoning in LLM Agents

Long-term memory enables LLM agents to learn from past interactions but exposes memory formation to adversarial influence. Existing studies primarily organize memory poisoning by attack channels, corruption patterns, or lifecycle stages, leaving formation interfaces insufficiently characterized. We formulate Memory For...

Haowen Pan, Pengyang Shao, Yun-Shan Ma et al. · 0 citations

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