65 citations · 152 across the 20 of their papers we have counts for
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cs.LG2018★ 10 cited
Encoding Robust Representation for Graph Generation
Dongmian Zou, Gilad Lerman
Generative networks have made it possible to generate meaningful signals such as images and texts from simple noise. Recently, generative methods based on GAN and VAE were develope…
cs.IT2018★ 2 cited
On Lipschitz Bounds of General Convolutional Neural Networks
Dongmian Zou, Radu Balan, Maneesh Singh
Many convolutional neural networks (CNNs) have a feed-forward structure. In this paper, a linear program that estimates the Lipschitz bound of such CNNs is proposed. Several CNNs,…
cs.IT2018★ 65 cited
Graph Convolutional Neural Networks via Scattering
Dongmian Zou, Gilad Lerman
We generalize the scattering transform to graphs and consequently construct a convolutional neural network on graphs. We show that under certain conditions, any feature generated b…