Predicting Out-of-Distribution Error with the Projection Norm

Yaodong Yu, Zitong Yang, Alexander Wei, Yi Ma, Jacob Steinhardt

Abstract: We propose a metric—<em>Projection Norm</em>—to predict a model’s performance on out-of-distribution (OOD) data without access to ground truth labels. Projection Norm first uses model predictions t...