"spectral graph neural networks" Papers

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AutoSGNN: Automatic Propagation Mechanism Discovery for Spectral Graph Neural Networks

Shibing Mo, Kai Wu, Qixuan Gao et al.

AAAI 2025paperarXiv:2412.12483
7
citations

Spectral Graph Neural Networks are Incomplete on Graphs with a Simple Spectrum

Snir Hordan, Maya Bechler-Speicher, Gur Lifshitz et al.

NEURIPS 2025spotlightarXiv:2506.05530
2
citations

How Universal Polynomial Bases Enhance Spectral Graph Neural Networks: Heterophily, Over-smoothing, and Over-squashing

Keke Huang, Yu Guang Wang, Ming Li et al.

ICML 2024arXiv:2405.12474
55
citations

Improving Expressive Power of Spectral Graph Neural Networks with Eigenvalue Correction

Kangkang Lu, Yanhua Yu, Hao Fei et al.

AAAI 2024paperarXiv:2401.15603
9
citations

Learning Latent Structures in Network Games via Data-Dependent Gated-Prior Graph Variational Autoencoders

XUE YU, Muchen Li, Yan Leng et al.

ICML 2024

S3GCL: Spectral, Swift, Spatial Graph Contrastive Learning

Guancheng Wan, Yijun Tian, Wenke Huang et al.

ICML 2024

SLOG: An Inductive Spectral Graph Neural Network Beyond Polynomial Filter

Haobo Xu, Yuchen Yan, Dingsu Wang et al.

ICML 2024