2025
Utility-Directed Conformal Prediction: A Decision-Aware Framework for Actionable Uncertainty Quantification
ICLR 2025poster
There is increasing interest in ``decision-focused" machine learning methods which train models to account for how their predictions are used in downstream optimization problems. Doing so can often improve performance on subsequent decision problems. However, current methods for uncertainty quantifi…