Methods › Graphs › Graph Models › CGNN
Crystal Graph Neural Network
CGNN
Introduced by Takenori Yamamoto in Crystal Graph Neural Networks for Data Mining in Materials Science
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
The full architecture of CGNN is presented at CGNN's official site.
Papers archive 2025-07-28
12 shown of 12, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Causal GNNs: A GNN-Driven Instrumental Variable Approach for Causal Inference in Networks 13 Sep 2024 · 0 repositories · arXiv:2409.08544
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Commute Graph Neural Networks 30 Jun 2024 · 0 repositories · arXiv:2407.01635
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Graph Neural Networks Approach for Joint Wireless Power Control and Spectrum Allocation 3 Jun 2024 · 1 repository
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SemanticFormer: Holistic and Semantic Traffic Scene Representation for Trajectory Prediction using Knowledge Graphs 30 Apr 2024 · 1 repository · arXiv:2404.19379
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Towards Faithful Knowledge Graph Explanation Through Deep Alignment in Commonsense Question Answering 7 Oct 2023 · 0 repositories · arXiv:2310.04910
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Substitutional Alloying Using Crystal Graph Neural Networks 19 Jun 2023 · 1 repository · arXiv:2306.10766
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Learning on Graphs under Label Noise 14 Jun 2023 · 0 repositories · arXiv:2306.08194
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Spatio-Temporal Wind Speed Forecasting using Graph Networks and Novel Transformer Architectures 29 Aug 2022 · 1 repository · arXiv:2208.13585
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Continuous Generative Neural Networks: A Wavelet-Based Architecture in Function Spaces 29 May 2022 · 1 repository · arXiv:2205.14627
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CGNN: Traffic Classification with Graph Neural Network 19 Oct 2021 · 0 repositories · arXiv:2110.09726
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Curvature Graph Neural Network 30 Jun 2021 · 0 repositories · arXiv:2106.15762
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Crystal Graph Neural Networks for Data Mining in Materials Science 27 May 2019 · 1 repository
Tasks archive 2025-07-28
20 shown of 26 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections