"message passing neural networks" Papers

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Deeper with Riemannian Geometry: Overcoming Oversmoothing and Oversquashing for Graph Foundation Models

Li Sun, Zhenhao Huang, Ming Zhang et al.

NEURIPS 2025arXiv:2510.17457
1
citations

On the Hölder Stability of Multiset and Graph Neural Networks

Yair Davidson, Nadav Dym

ICLR 2025arXiv:2406.06984
5
citations

Open Your Eyes: Vision Enhances Message Passing Neural Networks in Link Prediction

Yanbin Wei, Xuehao Wang, Zhan Zhuang et al.

ICML 2025arXiv:2505.08266
1
citations

Towards a Complete Logical Framework for GNN Expressiveness

Tuo Xu

ICLR 2025

Understanding Virtual Nodes: Oversquashing and Node Heterogeneity

Joshua Southern, Francesco Di Giovanni, Michael Bronstein et al.

ICLR 2025arXiv:2405.13526
11
citations

Subgraphormer: Unifying Subgraph GNNs and Graph Transformers via Graph Products

Guy Bar Shalom, Beatrice Bevilacqua, Haggai Maron

ICML 2024arXiv:2402.08450
11
citations

Union Subgraph Neural Networks

Jiaxing Xu, Aihu Zhang, Qingtian Bian et al.

AAAI 2024paperarXiv:2305.15747
11
citations