From Local to Global: Spectral-Inspired Graph Neural Networks

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From Local to Global: Spectral-Inspired Graph Neural Networks

24 September 2022

Carey E. Priebe

Vladimir Braverman

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Papers citing "From Local to Global: Spectral-Inspired Graph Neural Networks"

13 / 13 papers shown

Title
LASE: Learned Adjacency Spectral Embeddings Sofía Pérez Casulo Marcelo Fiori Federico Larroca Gonzalo Mateos AI4TS GNN 109 0 0 23 Dec 2024
Attack by Yourself: Effective and Unnoticeable Multi-Category Graph Backdoor Attacks with Subgraph Triggers Pool Jiangtong Li Dungy Liu Dawei Cheng Changchun Jiang AAML 83 0 0 23 Dec 2024
Graph neural networks and non-commuting operators Mauricio Velasco Kaiying O'Hare Bernardo Rychtenberg Soledad Villar GNN 414 2 0 06 Nov 2024
Global-Local Graph Neural Networks for Node-Classification Moshe Eliasof Eran Treister 151 3 0 16 Jun 2024
Residual Connections and Normalization Can Provably Prevent Oversmoothing in GNNs Michael Scholkemper Xinyi Wu Ali Jadbabaie Michael T. Schaub 223 9 0 05 Jun 2024
Spatio-Spectral Graph Neural Networks Simon Geisler Arthur Kosmala Daniel Herbst Stephan Günnemann 121 9 0 29 May 2024
Conditional Shift-Robust Conformal Prediction for Graph Neural Network Akansha Agrawal UQCV 255 1 0 20 May 2024
Simplified PCNet with Robustness Bingheng Li Xuanting Xie Haoxiang Lei Ruiyi Fang Zhao Kang 125 7 0 06 Mar 2024
Graph Learning with Distributional Edge Layouts Xinjian Zhao Chaolong Ying Tianshu Yu 71 1 0 26 Feb 2024
Graph Positional Encoding via Random Feature Propagation Moshe Eliasof Fabrizio Frasca Beatrice Bevilacqua Eran Treister Gal Chechik Haggai Maron 99 20 0 06 Mar 2023
Not too little, not too much: a theoretical analysis of graph (over)smoothing Nicolas Keriven 116 98 0 24 May 2022
Graph Neural Networks for Graphs with Heterophily: A Survey Xin-Yang Zheng Yi Wang Yixin Liu Ming Li Miao Zhang Di Jin Philip S. Yu Shirui Pan 110 227 0 14 Feb 2022
Adaptive Universal Generalized PageRank Graph Neural Network Eli Chien Jianhao Peng Pan Li O. Milenkovic 299 747 0 14 Jun 2020