Computing Full Conformal Prediction Set with Approximate Homotopy

Eugene Ndiaye, Ichiro Takeuchi

If you are predicting the label $y$ of a new object with $\hat{y}$, how confident are you that $y=\hat{y}$? Conformal prediction methods provide an elegant framework for answering…