Risk Control Examples¶ Examples demonstrating risk control methods with MAPIE. Quickstart¶ Basic risk control examples. Precision control for a binary classifier Advanced Analysis¶ Advanced risk control examples. Comparing FWER methods for risk control in binary classification Control multiple risks of a binary classifier Defining a custom risk for binary classification Risk Control for LLM as a Judge with Abstention Control the risk of a multi-label classifier Control risk of a binary classifier with multiple prediction parameters Precision control for semantic segmentation Recall control for semantic segmentation Split Fixed Sequence Testing for Precision Control under Multiple Testing Scientific Articles¶ Reproductions of simulations from scientific papers. Automatically Adaptive Conformal Risk Control, Blot et al. (2025) Gallery generated by mkdocs-gallery