activity
20192022
most citedMCNE: An End-to-End Framework for Learning Multiple Conditional Network Representations of Social Network

133 citations · 180 across the 4 of their papers we have counts for

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2 papers · 1 filter

cs.LG2022

Model Inversion Attacks against Graph Neural Networks

Zaixi Zhang, Qi Liu, Zhenya Huang +3

Many data mining tasks rely on graphs to model relational structures among individuals (nodes). Since relational data are often sensitive, there is an urgent need to evaluate the p…

cs.LG2021★ 3 cited

GraphMI: Extracting Private Graph Data from Graph Neural Networks

Zaixi Zhang, Qi Liu, Zhenya Huang +4

As machine learning becomes more widely used for critical applications, the need to study its implications in privacy turns to be urgent. Given access to the target model and auxil…