Hogwild: A Lock-Free Approach to Parallelizing Stochastic Gradient Descent

Benjamin Recht, Christopher Re, Stephen J. Wright, Feng Niu. Hogwild: A Lock-Free Approach to Parallelizing Stochastic Gradient Descent. In John Shawe-Taylor, Richard S. Zemel, Peter L. Bartlett, Fernando C. N. Pereira, Kilian Q. Weinberger, editors, Advances in Neural Information Processing Systems 24: 25th Annual Conference on Neural Information Processing Systems 2011. Proceedings of a meeting held 12-14 December 2011, Granada, Spain. pages 693-701, 2011. [doi]

Abstract

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