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Models/DeepWalk

DeepWalk

Reported on 7 benchmarks across 2 tasks · 2 papers · 5 SOTA

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

Graphs8 results

  • Node ClassificationonWikipedia
    Macro-F1· 2014-03-26
    0.183
    best: 0.194 (GraphGAN)
    SOTA
    DeepWalk: Online Learning of Social RepresentationsarXiv:1403.6652
  • Node ClassificationonEximtradedata
    Macro-F1· 2014-03-26
    0.214
    best: 0.3093 (GraRep)
    SOTA
    DeepWalk: Online Learning of Social RepresentationsarXiv:1403.6652
  • Link Property Predictiononogbl-ddi
    Number of params· 2014-03-26
    1543913
    best: 976022023 (HyperFusion)
    SOTA
    DeepWalk: Online Learning of Social RepresentationsarXiv:1403.6652
  • Link Property Predictiononogbl-collab
    Number of params· 2014-03-26
    61390187
    best: 1064446212 (HyperFusion)
    SOTA
    DeepWalk: Online Learning of Social RepresentationsarXiv:1403.6652
  • Link Property Predictiononogbl-ppa
    Number of params· 2014-03-26
    150138741
    best: 295848449 (Refined-GAE)
    SOTA
    DeepWalk: Online Learning of Social RepresentationsarXiv:1403.6652
  • Node ClassificationonWikipedia
    Macro-F1· 2016-07-03
    0.1274
    best: 0.194 (GraphGAN)
    node2vec: Scalable Feature Learning for NetworksarXiv:1607.00653
  • Node ClassificationonBlogCatalog
    Macro-F1· 2016-07-03
    0.206
    best: 0.2581 (node2vec)
    node2vec: Scalable Feature Learning for NetworksarXiv:1607.00653
  • Node ClassificationonPPI
    Macro-F1· 2016-07-03
    0.1768
    best: 0.1791 (node2vec)
    node2vec: Scalable Feature Learning for NetworksarXiv:1607.00653