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JAPAN: Joint Adaptive Prediction Areas with Normalising-Flows

stat.ML · 2025-05-29 · conditional · novelty 5.0

JAPAN constructs conformal prediction sets by thresholding normalizing-flow density estimates, yielding valid, compact, possibly disjoint regions with lower area than residual-based baselines.

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  • JAPAN: Joint Adaptive Prediction Areas with Normalising-Flows stat.ML · 2025-05-29 · conditional · none · ref 6

    JAPAN constructs conformal prediction sets by thresholding normalizing-flow density estimates, yielding valid, compact, possibly disjoint regions with lower area than residual-based baselines.