Local SGD Optimizes Overparameterized Neural Networks in Polynomial Time

Yuyang Deng, Mohammad Mahdi Kamani, Mehrdad Mahdavi. Local SGD Optimizes Overparameterized Neural Networks in Polynomial Time. In Gustau Camps-Valls, Francisco J. R. Ruiz, Isabel Valera, editors, International Conference on Artificial Intelligence and Statistics, AISTATS 2022, 28-30 March 2022, Virtual Event. Volume 151 of Proceedings of Machine Learning Research, pages 6840-6861, PMLR, 2022. [doi]

Authors

Yuyang Deng

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Mohammad Mahdi Kamani

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Mehrdad Mahdavi

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