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.
(12)) 2.V N p − →V(Step 3) We now lift to unconditional convergence
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Active Multiple-Prediction-Powered Inference
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.