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Models/GIN + PANDA

GIN + PANDA

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

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

Graphs4 results

  • Graph ClassificationonIMDB-BINARY
    Accuracy· 2024-06-06
    72.56
    SOTA
    PANDA: Expanded Width-Aware Message Passing Beyond RewiringarXiv:2406.03671
  • Graph ClassificationonPROTEINS
    Accuracy· 2024-06-06
    75.759
    best: 84.91 (HGP-SL)
    PANDA: Expanded Width-Aware Message Passing Beyond RewiringarXiv:2406.03671
  • Graph ClassificationonREDDIT-BINARY
    Accuracy· 2024-06-06
    91.055
    best: 91.36 (R-GIN + PANDA)
    PANDA: Expanded Width-Aware Message Passing Beyond RewiringarXiv:2406.03671
  • Graph ClassificationonENZYMES
    Accuracy· 2024-06-06
    46.2
    best: 78.39 (DSGCN-allfeat)
    PANDA: Expanded Width-Aware Message Passing Beyond RewiringarXiv:2406.03671

Methodology4 results

  • ClassificationonIMDB-BINARY
    Accuracy· 2024-06-06
    72.56
    SOTA
    PANDA: Expanded Width-Aware Message Passing Beyond RewiringarXiv:2406.03671
  • ClassificationonPROTEINS
    Accuracy· 2024-06-06
    75.759
    best: 84.91 (HGP-SL)
    PANDA: Expanded Width-Aware Message Passing Beyond RewiringarXiv:2406.03671
  • ClassificationonREDDIT-BINARY
    Accuracy· 2024-06-06
    91.055
    best: 91.36 (R-GIN + PANDA)
    PANDA: Expanded Width-Aware Message Passing Beyond RewiringarXiv:2406.03671
  • ClassificationonENZYMES
    Accuracy· 2024-06-06
    46.2
    best: 78.39 (DSGCN-allfeat)
    PANDA: Expanded Width-Aware Message Passing Beyond RewiringarXiv:2406.03671