Ensemble Privacy Defense for Knowledge-Intensive LLMs against Membership Inference Attacks

Haowei Fu, Bo Ni, Han Xu, Kunpeng Liu, Dan Lin, Tyler Derr. Ensemble Privacy Defense for Knowledge-Intensive LLMs against Membership Inference Attacks. In Vera Demberg, Kentaro Inui, LluĂ­s Marquez, editors, Findings of the Association for Computational Linguistics: EACL 2026, Rabat, Morocco, March 24-29, 2026. pages 2786-2799, Association for Computational Linguistics, 2026. [doi]

Authors

Haowei Fu

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Bo Ni

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Han Xu

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Kunpeng Liu

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Dan Lin

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Tyler Derr

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