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A Tutorial on Conformal Prediction.Journal of Machine Learning Research, 9(12):371–421, 2008

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On the Burden of Achieving Fairness in Conformal Prediction

stat.ML · 2026-05-14 · unverdicted · novelty 6.0 · 2 refs

Pooled conformal calibration incurs irreducible group-wise coverage distortion scaled by cross-group quantile heterogeneity, with Equalized Coverage and Equalized Set Size in fundamental tension.

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  • On the Burden of Achieving Fairness in Conformal Prediction stat.ML · 2026-05-14 · unverdicted · none · ref 22 · 2 links

    Pooled conformal calibration incurs irreducible group-wise coverage distortion scaled by cross-group quantile heterogeneity, with Equalized Coverage and Equalized Set Size in fundamental tension.