Methods › Graphs › Graph Models › GGS-NNs
Gated Graph Sequence Neural Networks
GGS-NNs
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Gated Graph Sequence Neural Networks (GGS-NNs) is a novel graph-based neural network model. GGS-NNs modifies Graph Neural Networks (Scarselli et al., 2009) to use gated recurrent units and modern optimization techniques and then extend to output sequences.
Source: Li et al.
Image source: Li et al.
Papers archive 2025-07-28
9 shown of 9, 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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Parameter Prediction for Unseen Deep Architectures 25 Oct 2021 · 1 repository · arXiv:2110.13100Syntology ran 6 of 7 samples · 1 unverified · 2 pointer-only (licence)
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Dynamic Planning of Bicycle Stations in Dockless Public Bicycle-sharing System Using Gated Graph Neural Network 19 Jan 2021 · 0 repositories · arXiv:2101.07425
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On the Generalizability of Neural Program Models with respect to Semantic-Preserving Program Transformations 31 Jul 2020 · 1 repository · arXiv:2008.01566
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On the Bottleneck of Graph Neural Networks and its Practical Implications 9 Jun 2020 · 3 repositories · arXiv:2006.05205Syntology ran 0 of 1 samples · 1 unverified
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Semantic Graphs for Generating Deep Questions 27 Apr 2020 · 1 repository · arXiv:2004.12704Syntology ran 3 of 4 samples · 1 unverified
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Visual Relationship Detection with Relative Location Mining 2 Nov 2019 · 1 repository · arXiv:1911.00713
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Adversarial Examples for Models of Code 15 Oct 2019 · 4 repositories · arXiv:1910.07517Syntology ran 5 of 10 samples · 5 unverified · 4 pointer-only (licence)
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Learning to Represent Programs with Graphs 1 Nov 2017 · 2 repositories · arXiv:1711.00740
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Gated Graph Sequence Neural Networks 17 Nov 2015 · 13 repositories · arXiv:1511.05493Syntology ran 0 of 12 samples · 12 unverified
Tasks archive 2025-07-28
16 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