Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control

Anastasios N. Angelopoulos, Stephen Bates, Emmanuel J. Candès +2

We introduce a framework for calibrating machine learning models so that their predictions satisfy explicit, finite-sample statistical guarantees. Our calibration algorithms work w…