A new bound relates the expected size of W-CRC prediction sets under covariate shift to generalization error, shift severity, and calibration and training data sizes.
Can you trust your model’s uncer- tainty? Evaluating predictive uncertainty under dataset shift,
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Generalization and Informativeness of Weighted Conformal Risk Control Under Covariate Shift
A new bound relates the expected size of W-CRC prediction sets under covariate shift to generalization error, shift severity, and calibration and training data sizes.