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Models/GTAN

GTAN

Reported on 11 benchmarks across 4 tasks · 2 papers · 8 SOTA

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

Miscellaneous4 results

  • Fraud DetectiononYelp-Fraud
    Averaged Precision· 2024-12-24
    82.41
    best: 83.56 (LEX-GNN)
    SOTA
    Semi-supervised Credit Card Fraud Detection via Attribute-Driven Graph RepresentationarXiv:2412.18287
  • Fraud DetectiononAmazon-Fraud
    AUC-ROC· 2024-12-24
    97.5
    best: 97.91 (LEX-GNN)
    SOTA
    Semi-supervised Credit Card Fraud Detection via Attribute-Driven Graph RepresentationarXiv:2412.18287
  • Fraud DetectiononAmazon-Fraud
    Averaged Precision· 2024-12-24
    89.26
    best: 92.18 (LEX-GNN)
    SOTA
    Semi-supervised Credit Card Fraud Detection via Attribute-Driven Graph RepresentationarXiv:2412.18287
  • Fraud DetectiononYelp-Fraud
    AUC-ROC· 2024-12-24
    94.98
    best: 96.4 (LEX-GNN)
    Semi-supervised Credit Card Fraud Detection via Attribute-Driven Graph RepresentationarXiv:2412.18287

Robots4 results

  • Active Speaker DetectiononYelp-Fraud
    Averaged Precision· 2024-12-24
    82.41
    best: 83.56 (LEX-GNN)
    SOTA
    Semi-supervised Credit Card Fraud Detection via Attribute-Driven Graph RepresentationarXiv:2412.18287
  • Active Speaker DetectiononAmazon-Fraud
    AUC-ROC· 2024-12-24
    97.5
    best: 97.91 (LEX-GNN)
    SOTA
    Semi-supervised Credit Card Fraud Detection via Attribute-Driven Graph RepresentationarXiv:2412.18287
  • Active Speaker DetectiononAmazon-Fraud
    Averaged Precision· 2024-12-24
    89.26
    best: 92.18 (LEX-GNN)
    SOTA
    Semi-supervised Credit Card Fraud Detection via Attribute-Driven Graph RepresentationarXiv:2412.18287
  • Active Speaker DetectiononYelp-Fraud
    AUC-ROC· 2024-12-24
    94.98
    best: 96.4 (LEX-GNN)
    Semi-supervised Credit Card Fraud Detection via Attribute-Driven Graph RepresentationarXiv:2412.18287

Graphs3 results

  • Node ClassificationonAmazon-Fraud
    AUC-ROC· 2024-12-24
    97.5
    best: 97.91 (LEX-GNN)
    SOTA
    Semi-supervised Credit Card Fraud Detection via Attribute-Driven Graph RepresentationarXiv:2412.18287
  • Node ClassificationonYelp-Fraud
    AUC-ROC· 2024-12-24
    94.98
    best: 96.4 (LEX-GNN)
    SOTA
    Semi-supervised Credit Card Fraud Detection via Attribute-Driven Graph RepresentationarXiv:2412.18287
  • Node Property Predictiononogbn-arxiv
    Number of params· 2022-04-27
    39208
    best: 1386219488 (SimTeG+TAPE+RevGAT)
    GTNet: A Tree-Based Deep Graph Learning ArchitecturearXiv:2204.12802