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Gayathri Saranathan, Mahammad Parwez Alam, James Lim, Suparna Bhattacharya, Soon Yee Wong, Martin Foltin · 2024

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stat.ML · 2026-07-09 · accept · novelty 6.0

PPAT residualizes losses via a prediction-powered control variate inside LURE, yielding lower-variance unbiased risk estimates, tailored acquisition, and asymptotic CIs that cover with fewer labels.

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  • Prediction-Powered Active Testing stat.ML · 2026-07-09 · accept · none · ref 57

    PPAT residualizes losses via a prediction-powered control variate inside LURE, yielding lower-variance unbiased risk estimates, tailored acquisition, and asymptotic CIs that cover with fewer labels.