TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/CT-Layer

CT-Layer

Reported on 9 benchmarks across 3 tasks · 1 paper · 3 SOTA

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

Graphs7 results

  • Graph ClassificationonREDDIT-BINARY
    Accuracy· 2022-06-15
    78.45
    best: 91.36 (R-GIN + PANDA)
    SOTA
    DiffWire: Inductive Graph Rewiring via the Lovász BoundarXiv:2206.07369
  • Node ClassificationonActor
    Accuracy· 2022-06-15
    31.98
    best: 35.99 (MGNN + Hetero-S (4 layers))
    SOTA
    DiffWire: Inductive Graph Rewiring via the Lovász BoundarXiv:2206.07369
  • Graph ClassificationonIMDB-BINARY
    Accuracy· 2022-06-15
    69.84
    best: 72.56 (GIN + PANDA)
    DiffWire: Inductive Graph Rewiring via the Lovász BoundarXiv:2206.07369
  • Node ClassificationonWisconsin
    Accuracy· 2022-06-15
    79.05
    best: 88.77 (MGNN + Hetero-S (6 layers))
    DiffWire: Inductive Graph Rewiring via the Lovász BoundarXiv:2206.07369
  • Node ClassificationonCornell
    Accuracy· 2022-06-15
    69.04
    best: 82.4324 (FDGATII)
    DiffWire: Inductive Graph Rewiring via the Lovász BoundarXiv:2206.07369
  • Node ClassificationonCiteseer
    Accuracy· 2022-06-15
    66.71
    best: 76.33 (3ference)
    DiffWire: Inductive Graph Rewiring via the Lovász BoundarXiv:2206.07369
  • Node ClassificationonPubmed
    Accuracy· 2022-06-15
    68.19
    best: 88.9 (3ference)
    DiffWire: Inductive Graph Rewiring via the Lovász BoundarXiv:2206.07369

Methodology2 results

  • ClassificationonREDDIT-BINARY
    Accuracy· 2022-06-15
    78.45
    best: 91.36 (R-GIN + PANDA)
    SOTA
    DiffWire: Inductive Graph Rewiring via the Lovász BoundarXiv:2206.07369
  • ClassificationonIMDB-BINARY
    Accuracy· 2022-06-15
    69.84
    best: 72.56 (GIN + PANDA)
    DiffWire: Inductive Graph Rewiring via the Lovász BoundarXiv:2206.07369