90 citations · 109 across the 3 of their papers we have counts for
3 papers
cs.LG2017★ 5 cited
DGCNN: Disordered Graph Convolutional Neural Network Based on the Gaussian Mixture Model
Bo Wu, Yang Liu, Bo Lang +1
Convolutional neural networks (CNNs) can be applied to graph similarity matching, in which case they are called graph CNNs. Graph CNNs are attracting increasing attention due to th…
cs.LG2017★ 14 cited
Projection Based Weight Normalization for Deep Neural Networks
Lei Huang, Xianglong Liu, Bo Lang +1
Optimizing deep neural networks (DNNs) often suffers from the ill-conditioned problem. We observe that the scaling-based weight space symmetry property in rectified nonlinear netwo…
cs.LG2017★ 90 cited
Orthogonal Weight Normalization: Solution to Optimization over Multiple Dependent Stiefel Manifolds in Deep Neural Networks
Lei Huang, Xianglong Liu, Bo Lang +3
Orthogonal matrix has shown advantages in training Recurrent Neural Networks (RNNs), but such matrix is limited to be square for the hidden-to-hidden transformation in RNNs. In thi…