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stat.ME2026
Approximating full conformal prediction: distribution free guarantees via the tournament correction
Aabesh Bhattacharyya, Boxuan Zhang, Rina Foygel Barber
Conformal prediction is a framework for providing prediction intervals with distribution-free validity, guaranteeing predictive coverage for data drawn from any distribution. Its t…
stat.ME2026
Conformal Prediction with Macro-Coverage Guarantees
Aabesh Bhattacharyya, Tiffany Ding, Rina Foygel Barber
Prediction sets should have high coverage to be useful, but some coverage notions are more practically relevant than others. In the classification setting, class-conditional covera…