Hyperbolic-PDE GNN: Spectral Graph Neural Networks in the Perspective of A System of Hyperbolic Partial Differential Equations

Juwei Yue; Haikuo Li; Jiawei Sheng; Xiaodong Li; Taoyu Su; Tingwen Liu; Li Guo

2025 ICML ICML 2025

Hyperbolic-PDE GNN: Spectral Graph Neural Networks in the Perspective of A System of Hyperbolic Partial Differential Equations

Abstract

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Authors

Juwei Yue, Haikuo Li, Jiawei Sheng, Xiaodong Li, Taoyu Su, Tingwen Liu, Li Guo

Topics

Artificial Intelligence > Core AI > Interpretability Machine Learning > Core Methods > Representation Learning Deep Learning > Architectures > Graph Neural Networks

Keywords

message passing eigenvectors topological structure hyperbolic pde polynomial spectral gnns

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