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spectral gnns

2 papers

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graph fourier basis (1) polynomial (1) hyperbolic pde (1) normalized graph laplacian (1) semantic properties (1) topological structure (1) polynomial approximation (1) eigenvectors (1) message passing (1) fourier analysis (1)

Papers

Hyperbolic-PDE GNN: Spectral Graph Neural Networks in the Perspective of A System of Hyperbolic Partial Differential Equations ICML 2025 Position: Spectral GNNs Rely Less on Graph Fourier Basis than Conceived ICML 2025