Methods › Graphs › Graph Models › ChebNet
ChebNet
Introduced by Michaël Defferrard et al. in Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
ChebNet involves a formulation of CNNs in the context of spectral graph theory, which provides the necessary mathematical background and efficient numerical schemes to design fast localized convolutional filters on graphs.
Description from: Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering
Papers archive 2025-07-28
6 shown of 6, 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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From ChebNet to ChebGibbsNet 2 Dec 2024 · 1 repository · arXiv:2412.01789
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Graph Neural Network, ChebNet, Graph Convolutional Network, and Graph Autoencoder: Tutorial and Survey 8 Jul 2024 · 0 repositories
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Convolutional Neural Networks on Graphs with Chebyshev Approximation, Revisited 4 Feb 2022 · 1 repository · arXiv:2202.03580Syntology ran 1 of 3 samples · 2 unverified · 3 pointer-only (licence)
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BernNet: Learning Arbitrary Graph Spectral Filters via Bernstein Approximation 21 Jun 2021 · 1 repository · arXiv:2106.10994Syntology ran 0 of 1 samples · 1 unverified · 1 pointer-only (licence)
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Comparisons of Graph Neural Networks on Cancer Classification Leveraging a Joint of Phenotypic and Genetic Features 14 Jan 2021 · 0 repositories · arXiv:2101.05866
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Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering 30 Jun 2016 · 5 repositories · arXiv:1606.09375Syntology ran 2 of 6 samples · 4 unverified · 2 pointer-only (licence)
Tasks archive 2025-07-28
11 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
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