433 citations · 968 across the 48 of their papers we have counts for
5 papers · 1 filter
Towards Higher-order Topological Consistency for Unsupervised Network Alignment
Qingqiang Sun, Xuemin Lin, Ying Zhang +2
Network alignment task, which aims to identify corresponding nodes in different networks, is of great significance for many subsequent applications. Without the need for labeled an…
Reinforcement Learning Based Query Vertex Ordering Model for Subgraph Matching
Hanchen Wang, Ying Zhang, Lu Qin +3
Subgraph matching is a fundamental problem in various fields that use graph structured data. Subgraph matching algorithms enumerate all isomorphic embeddings of a query graph q in…
GoGNN: Graph of Graphs Neural Network for Predicting Structured Entity Interactions
Hanchen Wang, Defu Lian, Ying Zhang +2
Entity interaction prediction is essential in many important applications such as chemistry, biology, material science, and medical science. The problem becomes quite challenging w…
Binarized Graph Neural Network
Hanchen Wang, Defu Lian, Ying Zhang +4
Recently, there have been some breakthroughs in graph analysis by applying the graph neural networks (GNNs) following a neighborhood aggregation scheme, which demonstrate outstandi…
Iterative Views Agreement: An Iterative Low-Rank based Structured Optimization Method to Multi-View Spectral Clustering
Yang Wang, Wenjie Zhang, Lin Wu +3
Multi-view spectral clustering, which aims at yielding an agreement or consensus data objects grouping across multi-views with their graph laplacian matrices, is a fundamental clus…