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LPGNet: Link Private Graph Networks for Node Classification. (arXiv:2205.03105v1 [cs.LG])
May 9, 2022, 1:20 a.m. | Aashish Kolluri, Teodora Baluta, Bryan Hooi, Prateek Saxena
cs.CR updates on arXiv.org arxiv.org
Classification tasks on labeled graph-structured data have many important
applications ranging from social recommendation to financial modeling. Deep
neural networks are increasingly being used for node classification on graphs,
wherein nodes with similar features have to be given the same label. Graph
convolutional networks (GCNs) are one such widely studied neural network
architecture that perform well on this task. However, powerful link-stealing
attacks on GCNs have recently shown that even with black-box access to the
trained model, inferring which links …
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