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Graph Positional Encoding via Random Feature Propagation.

, , , , , и . ICML, том 202 из Proceedings of Machine Learning Research, стр. 9202-9223. PMLR, (2023)

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Stefano Frasca

Fabrizio Catanese

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Fabrizio Lindner

 

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Modeling Gene Transcriptional Regulation by Means of Hyperplanes Genetic Clustering., , , и . IJCNN, стр. 1-8. IEEE, (2018)Improving Graph Neural Network Expressivity via Subgraph Isomorphism Counting, , , и . (2020)cite arxiv:2006.09252.Weisfeiler and Lehman Go Topological: Message Passing Simplicial Networks., , , , , , и . ICML, том 139 из Proceedings of Machine Learning Research, стр. 1026-1037. PMLR, (2021)Graph Positional Encoding via Random Feature Propagation., , , , , и . ICML, том 202 из Proceedings of Machine Learning Research, стр. 9202-9223. PMLR, (2023)Edge Directionality Improves Learning on Heterophilic Graphs., , , , , и . LoG, том 231 из Proceedings of Machine Learning Research, стр. 25. PMLR, (2023)Improving Graph Neural Network Expressivity via Subgraph Isomorphism Counting., , , и . IEEE Trans. Pattern Anal. Mach. Intell., 45 (1): 657-668 (2023)Understanding and Extending Subgraph GNNs by Rethinking Their Symmetries., , , и . NeurIPS, (2022)A Flexible, Equivariant Framework for Subgraph GNNs via Graph Products and Graph Coarsening., , , и . CoRR, (2024)Graph Neural Networks for Link Prediction with Subgraph Sketching., , , , , , , и . ICLR, OpenReview.net, (2023)Topological Blind Spots: Understanding and Extending Topological Deep Learning Through the Lens of Expressivity., , , , , и . CoRR, (2024)