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cs.LG2026

Certified Learning under Distribution Shift: Sound Verification and Identifiable Structure

Chandrasekhar Gokavarapu, Sudhakar Gadde, Y. Rajasekhar +1

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