Certified Learning under Distribution Shift: Sound Verification and Identifiable Structure

Chandrasekhar Gokavarapu, Sudhakar Gadde, Y. Rajasekhar +1

Proposition. Let $f$ be a predictor trained on a distribution $P$ and evaluated on a shifted distribution $Q$. Under verifiable regularity and complexity constraints, the excess ri…