Papers by Hanshen Xiao
Automated Profile Inference with Language Model Agents (2026.findings-acl)
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| Challenge: | Existing privacy protections for large language models (LLMs) are limited due to the potential for malicious applications. |
| Approach: | They propose an automated profile inference framework that can extract personal information from public online activities by an adversary with the help of large language model (LLM) based agents. |
| Outcome: | The proposed framework is highly effective and efficient and the inferred attributes are both identifiable and sensitive, posing significant privacy risks. |