SGD: The Role of Implicit Regularization, Batch-size and Multiple-epochs

Ayush Sekhari, Karthik Sridharan, Satyen Kale. SGD: The Role of Implicit Regularization, Batch-size and Multiple-epochs. In Marc'Aurelio Ranzato, Alina Beygelzimer, Yann N. Dauphin, Percy Liang, Jennifer Wortman Vaughan, editors, Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, NeurIPS 2021, December 6-14, 2021, virtual. pages 27422-27433, 2021. [doi]

Authors

Ayush Sekhari

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Karthik Sridharan

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Satyen Kale

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