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CHEAPS2AGA: Bounding Space Usage in Variance-Reduced Stochastic Gradient Descent over Streaming Data and Its Asynchronous Parallel Variants

Yaqiong Peng, Haiqiang Fei, Lun Li, Zhenquan Ding, Zhiyu Hao. CHEAPS2AGA: Bounding Space Usage in Variance-Reduced Stochastic Gradient Descent over Streaming Data and Its Asynchronous Parallel Variants. In Meikang Qiu, editor, Algorithms and Architectures for Parallel Processing - 20th International Conference, ICA3PP 2020, New York City, NY, USA, October 2-4, 2020, Proceedings, Part II. Volume 12453 of Lecture Notes in Computer Science, pages 398-414, Springer, 2020. [doi]

Authors

Yaqiong Peng

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Haiqiang Fei

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Lun Li

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Zhenquan Ding

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Zhiyu Hao

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