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cs.CR2026
MemForm: Benchmarking Memory Formation Poisoning in LLM Agents
Haowen Pan, Pengyang Shao, Yunshan Ma +4
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 a…
cs.CR2026
Hearsay: Can an Auditor Trust the Record a Deployed Agent Harness Writes?
Jiahong Dai, Zhuochen Yang, Pengyang Shao +5
An agent harness, the code that turns a model into an agent, writes its own record of each run, and that record is all a later reader gets when a run is disputed, investigated or a…