2.3k citations · 10.3k across the 79 of their papers we have counts for
Showing 2015 · cs.LGShow all
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cs.LG2015★ 17 cited
Stochastic modified equations and adaptive stochastic gradient algorithms
Qianxiao Li, Cheng Tai, Weinan E
We develop the method of stochastic modified equations (SME), in which stochastic gradient algorithms are approximated in the weak sense by continuous-time stochastic differential…
cs.LG2015★ 371 cited
Convolutional neural networks with low-rank regularization
Cheng Tai, Tong Xiao, Yi Zhang +2
Large CNNs have delivered impressive performance in various computer vision applications. But the storage and computation requirements make it problematic for deploying these model…