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2026

Book Chapter

Adaptive token-weighted differential privacy for LLMs: not all tokens require equal protection

Yu, Manjiang, Singh, Priyanka, Li, Xue and Cao, Yang (2026). Adaptive token-weighted differential privacy for LLMs: not all tokens require equal protection. Computer Security. ESORICS 2025 International Workshops: ANUBIS 2025, SECAI 2025, SecAssure 2025, STMUS 2025, Toulouse, France, September 22–24, 2025, Revised Selected Papers, Part II. (pp. 456-473) Cham, Switzerland: Springer Nature Switzerland. doi: 10.1007/978-3-032-16092-8_25

Adaptive token-weighted differential privacy for LLMs: not all tokens require equal protection