2. Advanced analysis

The following examples use MAPIE for discussing more complex risk control problems.

Control the risk of a multi-label classifier

Control the risk of a multi-label classifier

Control risk of a binary classifier with multiple prediction parameters

Control risk of a binary classifier with multiple prediction parameters

Recall control for semantic segmentation

Recall control for semantic segmentation

Precision control for semantic segmentation

Precision control for semantic segmentation

Control multiple risks of a binary classifier

Control multiple risks of a binary classifier

Risk Control for LLM as a Judge with Abstention

Risk Control for LLM as a Judge with Abstention