Search Results for author: Zonghan Zhang

Found 4 papers, 3 papers with code

XFlow: Benchmarking Flow Behaviors over Graphs

1 code implementation7 Aug 2023 Zijian Zhang, Zonghan Zhang, Zhiqian Chen

One of the primary obstacles to current research in this field is the absence of a comprehensive curated benchmark suite to study the flow behaviors under network scenarios.

Benchmarking

Demystifying Graph Convolution with a Simple Concatenation

no code implementations18 Jul 2022 Zhiqian Chen, Zonghan Zhang

We quantify the information overlap between graph topology, node features, and labels in order to determine graph convolution's representation power in the node classification task.

Graph Learning Node Classification

Understanding Influence Maximization via Higher-Order Decomposition

1 code implementation16 Jul 2022 Zonghan Zhang, Zhiqian Chen

Given its vast application on online social networks, Influence Maximization (IM) has garnered considerable attention over the last couple of decades.

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