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On the Burden of Achieving Fairness in Conformal Prediction
Pooled conformal calibration causes irreducible cross-group coverage distortion and a fundamental tension between equalized coverage and set size. Calibration shifts heterogeneity between coverage and size rather than removing it.
Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 1 on Hugging Face
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lenient 3/5
medium 6/10
strict 3/5