Motivation CV is naturally and precisely formulated as a bilevel program ( BP)shown as follows LEADER outer-level min Y val Bilevel CV Problem model hyperparameters (BCP) weights FOLLOWER inner-level minw Ctm(w, Y)Motivation • CV is naturally and precisely formulated as a bilevel program (BP) shown as follows. Bilevel CV Problem (BCP)