"graph signal processing" Papers

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Residual Connections and Normalization Can Provably Prevent Oversmoothing in GNNs

Michael Scholkemper, Xinyi Wu, Ali Jadbabaie et al.

ICLR 2025arXiv:2406.02997

Taxonomy of reduction matrices for Graph Coarsening

Antonin Joly, Nicolas Keriven, Aline Roumy

NEURIPS 2025arXiv:2506.11743

TV-Rec: Time-Variant Convolutional Filter for Sequential Recommendation

Yehjin Shin, Jeongwhan Choi, Seojin Kim et al.

NEURIPS 2025arXiv:2510.25259

SLOG: An Inductive Spectral Graph Neural Network Beyond Polynomial Filter

Haobo Xu, Yuchen Yan, Dingsu Wang et al.