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Understanding Generalization in Adversarial Training via the Bias-Variance Decomposition


Mar 17, 2021
Yaodong Yu, Zitong Yang, Edgar Dobriban, Jacob Steinhardt, Yi Ma


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Exact Gap between Generalization Error and Uniform Convergence in Random Feature Models


Mar 08, 2021
Zitong Yang, Yu Bai, Song Mei


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Rethinking Bias-Variance Trade-off for Generalization of Neural Networks


Mar 21, 2020
Zitong Yang, Yaodong Yu, Chong You, Jacob Steinhardt, Yi Ma


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Complete Dictionary Learning via $\ell^4$-Norm Maximization over the Orthogonal Group


Jul 10, 2019
Yuexiang Zhai, Zitong Yang, Zhenyu Liao, John Wright, Yi Ma


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