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cs.LG2026
High-order Knowledge Based Network Controllability Robustness Prediction: A Hypergraph Neural Network Approach
Shibing Mo, Jiarui Zhang, Jiayu Xie +2
In order to evaluate the invulnerability of networks against various types of attacks and provide guidance for potential performance enhancement as well as controllability maintena…
cs.LG2024
AutoSGNN: Automatic Propagation Mechanism Discovery for Spectral Graph Neural Networks
Shibing Mo, Kai Wu, Qixuan Gao +2
In real-world applications, spectral Graph Neural Networks (GNNs) are powerful tools for processing diverse types of graphs. However, a single GNN often struggles to handle differe…