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Models/RpHGNN

RpHGNN

Reported on 12 benchmarks across 1 task · 1 paper · 12 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· 2023-10-23
    67.53
    SOTA
    Efficient Heterogeneous Graph Learning via Random ProjectionarXiv:2310.14481
  • Node ClassificationonIMDB (Heterogeneous Node Classification)
    Micro-F1· 2023-10-23
    69.77
    SOTA
    Efficient Heterogeneous Graph Learning via Random ProjectionarXiv:2310.14481
  • Node ClassificationonFreebase (Heterogeneous Node Classification)
    Macro-F1· 2023-10-23
    54.02
    SOTA
    Efficient Heterogeneous Graph Learning via Random ProjectionarXiv:2310.14481
  • Node ClassificationonFreebase (Heterogeneous Node Classification)
    Micro-F1· 2023-10-23
    66.55
    best: 66.83 (SlotGAT)
    SOTA
    Efficient Heterogeneous Graph Learning via Random ProjectionarXiv:2310.14481
  • Node ClassificationonDBLP (Heterogeneous Node Classification)
    Macro-F1· 2023-10-23
    95.23
    SOTA
    Efficient Heterogeneous Graph Learning via Random ProjectionarXiv:2310.14481
  • Node ClassificationonDBLP (Heterogeneous Node Classification)
    Micro-F1· 2023-10-23
    95.55
    SOTA
    Efficient Heterogeneous Graph Learning via Random ProjectionarXiv:2310.14481
  • Node ClassificationonACM (Heterogeneous Node Classification)
    Macro-F1· 2023-10-23
    94.09
    SOTA
    Efficient Heterogeneous Graph Learning via Random ProjectionarXiv:2310.14481
  • Node ClassificationonACM (Heterogeneous Node Classification)
    Micro-F1· 2023-10-23
    94.04
    best: 94.06 (SlotGAT)
    SOTA
    Efficient Heterogeneous Graph Learning via Random ProjectionarXiv:2310.14481
  • Node ClassificationonOAG-Venue
    MRR· 2023-10-23
    35.46
    SOTA
    Efficient Heterogeneous Graph Learning via Random ProjectionarXiv:2310.14481
  • Node ClassificationonOAG-Venue
    NDCG· 2023-10-23
    53.31
    SOTA
    Efficient Heterogeneous Graph Learning via Random ProjectionarXiv:2310.14481
  • Node ClassificationonOAG-L1-Field
    MRR· 2023-10-23
    86.79
    SOTA
    Efficient Heterogeneous Graph Learning via Random ProjectionarXiv:2310.14481
  • Node ClassificationonOAG-L1-Field
    NDCG· 2023-10-23
    87.8
    SOTA
    Efficient Heterogeneous Graph Learning via Random ProjectionarXiv:2310.14481