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Datamodels: Understanding predictions with data and data with predictions

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Black-box model classification under the discriminative factorization

cs.LG · 2026-05-08 · unverdicted · novelty 6.0

Discriminative factorization distinguishes high-quality query sets for black-box model classification, with chance-level error decaying exponentially in query budget and parameters predicting empirical decay rates on auditing tasks.

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  • Black-box model classification under the discriminative factorization cs.LG · 2026-05-08 · unverdicted · none · ref 18

    Discriminative factorization distinguishes high-quality query sets for black-box model classification, with chance-level error decaying exponentially in query budget and parameters predicting empirical decay rates on auditing tasks.