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cs.SI2018
Semi-supervised Learning on Graphs with Generative Adversarial Nets
Ming Ding, Jie Tang, Jie Zhang
We investigate how generative adversarial nets (GANs) can help semi-supervised learning on graphs. We first provide insights on working principles of adversarial learning over grap…
cs.SI2018
Spectral Network Embedding: A Fast and Scalable Method via Sparsity
Jie Zhang, Yan Wang, Jie Tang +1
Network embedding aims to learn low-dimensional representations of nodes in a network, while the network structure and inherent properties are preserved. It has attracted tremendou…