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Active Multiple-Prediction-Powered Inference

stat.ML · 2026-05-08 · unverdicted · novelty 7.0

AM-PPI generalizes active statistical inference to multiple predictors with per-instance adaptive routing, yielding 10-40% narrower confidence intervals than single-predictor baselines in healthcare monitoring tasks.

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  • Active Multiple-Prediction-Powered Inference stat.ML · 2026-05-08 · unverdicted · none · ref 4

    AM-PPI generalizes active statistical inference to multiple predictors with per-instance adaptive routing, yielding 10-40% narrower confidence intervals than single-predictor baselines in healthcare monitoring tasks.