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Models/2-WL-GNN

2-WL-GNN

Reported on 10 benchmarks across 2 tasks · 1 paper · 4 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Graphs5 results

  • Graph ClassificationonIMDb-B
    Accuracy· 2020-07-01
    72.2
    SOTA
    A Novel Higher-order Weisfeiler-Lehman Graph ConvolutionarXiv:2007.00346
  • Graph ClassificationonNCI1
    Accuracy· 2020-07-01
    73.5
    SOTA
    A Novel Higher-order Weisfeiler-Lehman Graph ConvolutionarXiv:2007.00346
  • Graph ClassificationonREDDIT-B
    Accuracy· 2020-07-01
    89.4
    best: 93.15 (CRaWl)
    A Novel Higher-order Weisfeiler-Lehman Graph ConvolutionarXiv:2007.00346
  • Graph ClassificationonPROTEINS
    Accuracy· 2020-07-01
    76.5
    best: 84.91 (HGP-SL)
    A Novel Higher-order Weisfeiler-Lehman Graph ConvolutionarXiv:2007.00346
  • Graph ClassificationonD&D
    Accuracy· 2020-07-01
    75.4
    best: 76.87 (ASAP)
    A Novel Higher-order Weisfeiler-Lehman Graph ConvolutionarXiv:2007.00346

Methodology5 results

  • ClassificationonIMDb-B
    Accuracy· 2020-07-01
    72.2
    SOTA
    A Novel Higher-order Weisfeiler-Lehman Graph ConvolutionarXiv:2007.00346
  • ClassificationonNCI1
    Accuracy· 2020-07-01
    73.5
    SOTA
    A Novel Higher-order Weisfeiler-Lehman Graph ConvolutionarXiv:2007.00346
  • ClassificationonREDDIT-B
    Accuracy· 2020-07-01
    89.4
    best: 93.15 (CRaWl)
    A Novel Higher-order Weisfeiler-Lehman Graph ConvolutionarXiv:2007.00346
  • ClassificationonPROTEINS
    Accuracy· 2020-07-01
    76.5
    best: 84.91 (HGP-SL)
    A Novel Higher-order Weisfeiler-Lehman Graph ConvolutionarXiv:2007.00346
  • ClassificationonD&D
    Accuracy· 2020-07-01
    75.4
    best: 76.87 (ASAP)
    A Novel Higher-order Weisfeiler-Lehman Graph ConvolutionarXiv:2007.00346