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Models/HGT

HGT

Reported on 12 benchmarks across 1 task · 1 paper · 3 SOTA

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

Graphs12 results

  • Node ClassificationonIMDB (Heterogeneous Node Classification)
    Macro-F1· 2020-03-03
    63
    best: 67.53 (RpHGNN)
    SOTA
    Heterogeneous Graph TransformerarXiv:2003.01332
  • Node ClassificationonIMDB (Heterogeneous Node Classification)
    Micro-F1· 2020-03-03
    67.2
    best: 69.77 (RpHGNN)
    SOTA
    Heterogeneous Graph TransformerarXiv:2003.01332
  • Node ClassificationonFreebase (Heterogeneous Node Classification)
    Micro-F1· 2020-03-03
    60.51
    best: 66.83 (SlotGAT)
    SOTA
    Heterogeneous Graph TransformerarXiv:2003.01332
  • Node ClassificationonFreebase (Heterogeneous Node Classification)
    Macro-F1· 2020-03-03
    29.28
    best: 54.02 (RpHGNN)
    Heterogeneous Graph TransformerarXiv:2003.01332
  • Node ClassificationonDBLP (Heterogeneous Node Classification)
    Macro-F1· 2020-03-03
    93.01
    best: 95.23 (RpHGNN)
    Heterogeneous Graph TransformerarXiv:2003.01332
  • Node ClassificationonDBLP (Heterogeneous Node Classification)
    Micro-F1· 2020-03-03
    93.49
    best: 95.55 (RpHGNN)
    Heterogeneous Graph TransformerarXiv:2003.01332
  • Node ClassificationonACM (Heterogeneous Node Classification)
    Macro-F1· 2020-03-03
    91.12
    best: 94.09 (RpHGNN)
    Heterogeneous Graph TransformerarXiv:2003.01332
  • Node ClassificationonACM (Heterogeneous Node Classification)
    Micro-F1· 2020-03-03
    91
    best: 94.06 (SlotGAT)
    Heterogeneous Graph TransformerarXiv:2003.01332
  • Node ClassificationonOAG-Venue
    MRR· 2020-03-03
    29.82
    best: 35.46 (RpHGNN)
    Heterogeneous Graph TransformerarXiv:2003.01332
  • Node ClassificationonOAG-Venue
    NDCG· 2020-03-03
    47.31
    best: 53.31 (RpHGNN)
    Heterogeneous Graph TransformerarXiv:2003.01332
  • Node ClassificationonOAG-L1-Field
    MRR· 2020-03-03
    82.16
    best: 86.79 (RpHGNN)
    Heterogeneous Graph TransformerarXiv:2003.01332
  • Node ClassificationonOAG-L1-Field
    NDCG· 2020-03-03
    84.13
    best: 87.8 (RpHGNN)
    Heterogeneous Graph TransformerarXiv:2003.01332