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Conformal Prediction under Partial Verification

Yu, Zijun et al.
arXiv (All) · Papers
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machine-learning
Conformal prediction provides prediction sets with finite-sample guarantees, but the label verification required for calibration can be expensive. We develop a partial verification method that returns exactly the same prediction sets as complete verification. We characterize calibration certificates
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