91 citations · 572 across the 26 of their papers we have counts for
4 papers · 1 filter
Streaming Graph Neural Networks
Yao Ma, Ziyi Guo, Zhaochun Ren +3
Graphs are essential representations of many real-world data such as social networks. Recent years have witnessed the increasing efforts made to extend the neural network models to…
Signed Graph Convolutional Network
Tyler Derr, Yao Ma, Jiliang Tang
Due to the fact much of today's data can be represented as graphs, there has been a demand for generalizing neural network models for graph data. One recent direction that has show…
Linked Recurrent Neural Networks
Zhiwei Wang, Yao Ma, Dawei Yin +1
Recurrent Neural Networks (RNNs) have been proven to be effective in modeling sequential data and they have been applied to boost a variety of tasks such as document classification…
Multi-dimensional Graph Convolutional Networks
Yao Ma, Suhang Wang, Charu C. Aggarwal +2
Convolutional neural networks (CNNs) leverage the great power in representation learning on regular grid data such as image and video. Recently, increasing attention has been paid…