Layer-Dependent Importance Sampling for Training Deep and Large Graph Convolutional Networks

Difan Zou, Ziniu Hu, Yewen Wang, Song Jiang, Yizhou Sun, Quanquan Gu. Layer-Dependent Importance Sampling for Training Deep and Large Graph Convolutional Networks. In Hanna M. Wallach, Hugo Larochelle, Alina Beygelzimer, Florence d'Alché-Buc, Edward A. Fox, Roman Garnett, editors, Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, NeurIPS 2019, 8-14 December 2019, Vancouver, BC, Canada. pages 11247-11256, 2019. [doi]

Authors

Difan Zou

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Ziniu Hu

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Yewen Wang

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Song Jiang

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Yizhou Sun

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Quanquan Gu

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