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Models/SIGN

SIGN

Reported on 9 benchmarks across 4 tasks · 4 papers · 3 SOTA

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

Graphs7 results

  • Node ClassificationonMAG240M-LSC
    Validation Accuracy· 2021-03-17
    66.64
    SOTA
    OGB-LSC: A Large-Scale Challenge for Machine Learning on GraphsarXiv:2103.09430
  • Node ClassificationonMAG240M-LSC
    Test Accuracy· 2021-03-17
    66.09
    best: 68.94 (R-GraphSAGE (NS))
    OGB-LSC: A Large-Scale Challenge for Machine Learning on GraphsarXiv:2103.09430
  • Node ClassificationonPPI
    F1· 2020-04-23
    96.5
    best: 99.71 (g2-MLP)
    SIGN: Scalable Inception Graph Neural NetworksarXiv:2004.11198
  • Node Property Predictiononogbn-arxiv
    Number of params· 2020-04-23
    3566128
    best: 1386219488 (SimTeG+TAPE+RevGAT)
    SIGN: Scalable Inception Graph Neural NetworksarXiv:2004.11198
  • Node Property Predictiononogbn-papers100M
    Number of params· 2020-04-23
    1008812
    best: 14215818412 (Node2vec)
    SIGN: Scalable Inception Graph Neural NetworksarXiv:2004.11198
  • Node Property Predictiononogbn-products
    Number of params· 2020-04-23
    3483703
    best: 313612207 (Node2vec)
    SIGN: Scalable Inception Graph Neural NetworksarXiv:2004.11198
  • Node Property Predictiononogbn-mag
    Number of params· 2020-04-23
    3724645
    best: 309777252 (R-GSN + metapath2vec)
    SIGN: Scalable Inception Graph Neural NetworksarXiv:2004.11198

Computer Vision1 result

  • Zero-Shot Semantic SegmentationonCOCO-Stuff
    Inductive Setting hIoU· 2021-08-27
    20.9
    best: 41.5 (OTSeg+)
    SOTA
    SIGN: Spatial-information Incorporated Generative Network for Generalized Zero-shot Semantic SegmentationarXiv:2108.12517

Medical1 result

  • Protein-Ligand Affinity PredictiononPDBbind
    RMSE· 2021-07-21
    1.316
    best: 1.211 (PLAPT)
    SOTA
    Structure-aware Interactive Graph Neural Networks for the Prediction of Protein-Ligand Binding AffinityarXiv:2107.10670