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Identities, Not Pairs: Distribution-Free False-Accept Control for Embedding-Based Verification

arXiv:2610.35277v1 Announce Type: new Abstract: Embedding-based verification often calibrates a false-accept threshold from all impostor pairs among $m$ identities, although these pairs share identities. We characterize a worst-case limit: when hub identities score highly against a fraction $\rho$…

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  1. 2026-10-27 04:00 · arXiv stat.ML
    Identities, Not Pairs: Distribution-Free False-Accept Control for Embedding-Based Verification

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