371 citations · 617 across the 6 of their papers we have counts for
Showing 2015Show all
3 papers · 1 filter
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…
cs.CV2015★ 16 cited
Multiscale Adaptive Representation of Signals: I. The Basic Framework
Cheng Tai, Weinan E
We introduce a framework for designing multi-scale, adaptive, shift-invariant frames and bi-frames for representing signals. The new framework, called AdaFrame, improves over dicti…