Author

Yan-Zheng Jin

2 papers indexed here

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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

#artificial intelligence Preprint Sep 2026

Beyond Cross-Lingual Transfer: Benchmarking Propagation Boundaries in Multilingual LLM Unlearning

CLLPU (Cross-Lingual and Language-Bound Protocol for LLM Unlearning), a multilingual benchmark that formulates this problem through two settings: common-goal forgetting, where target knowledge should be suppressed across all languages, and language-conditioned forgetting, where suppression should remain confined to a d...

Pengyang Shao, Chuan-Peng Lu, Wei Qin et al. · 2 citations