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Models/SlotGAT

SlotGAT

Reported on 8 benchmarks across 1 task · 1 paper · 2 SOTA

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

Graphs8 results

  • Node ClassificationonFreebase (Heterogeneous Node Classification)
    Micro-F1· 2024-05-03
    66.83
    SOTA
    SlotGAT: Slot-based Message Passing for Heterogeneous Graph Neural NetworkarXiv:2405.01927
  • Node ClassificationonACM (Heterogeneous Node Classification)
    Micro-F1· 2024-05-03
    94.06
    SOTA
    SlotGAT: Slot-based Message Passing for Heterogeneous Graph Neural NetworkarXiv:2405.01927
  • Node ClassificationonIMDB (Heterogeneous Node Classification)
    Macro-F1· 2024-05-03
    64.05
    best: 67.53 (RpHGNN)
    SlotGAT: Slot-based Message Passing for Heterogeneous Graph Neural NetworkarXiv:2405.01927
  • Node ClassificationonIMDB (Heterogeneous Node Classification)
    Micro-F1· 2024-05-03
    68.54
    best: 69.77 (RpHGNN)
    SlotGAT: Slot-based Message Passing for Heterogeneous Graph Neural NetworkarXiv:2405.01927
  • Node ClassificationonFreebase (Heterogeneous Node Classification)
    Macro-F1· 2024-05-03
    49.68
    best: 54.02 (RpHGNN)
    SlotGAT: Slot-based Message Passing for Heterogeneous Graph Neural NetworkarXiv:2405.01927
  • Node ClassificationonDBLP (Heterogeneous Node Classification)
    Macro-F1· 2024-05-03
    94.95
    best: 95.23 (RpHGNN)
    SlotGAT: Slot-based Message Passing for Heterogeneous Graph Neural NetworkarXiv:2405.01927
  • Node ClassificationonDBLP (Heterogeneous Node Classification)
    Micro-F1· 2024-05-03
    95.31
    best: 95.55 (RpHGNN)
    SlotGAT: Slot-based Message Passing for Heterogeneous Graph Neural NetworkarXiv:2405.01927
  • Node ClassificationonACM (Heterogeneous Node Classification)
    Macro-F1· 2024-05-03
    93.99
    best: 94.09 (RpHGNN)
    SlotGAT: Slot-based Message Passing for Heterogeneous Graph Neural NetworkarXiv:2405.01927