Accuracy on the Line: on the Strong Correlation Between Out-of-Distribution and In-Distribution Generalization

John P. Miller, Rohan Taori, Aditi Raghunathan, Shiori Sagawa, Pang Wei Koh, Vaishaal Shankar, Percy Liang, Yair Carmon, Ludwig Schmidt. Accuracy on the Line: on the Strong Correlation Between Out-of-Distribution and In-Distribution Generalization. In Marina Meila, Tong Zhang 0001, editors, Proceedings of the 38th International Conference on Machine Learning, ICML 2021, 18-24 July 2021, Virtual Event. Volume 139 of Proceedings of Machine Learning Research, pages 7721-7735, PMLR, 2021. [doi]

Abstract

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