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cs.LG 1

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2026 1

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Antidistillation Fingerprinting

cs.LG · 2026-02-03 · unverdicted · novelty 6.0

ADFP aligns fingerprint token sampling with student learning dynamics via a proxy model to achieve stronger distillation detection and lower utility loss than prior heuristic methods on GSM8K, OASST1, and MBPP.

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  • Antidistillation Fingerprinting cs.LG · 2026-02-03 · unverdicted · none · ref 20

    ADFP aligns fingerprint token sampling with student learning dynamics via a proxy model to achieve stronger distillation detection and lower utility loss than prior heuristic methods on GSM8K, OASST1, and MBPP.