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Models/CARE-GNN

CARE-GNN

Reported on 10 benchmarks across 3 tasks · 1 paper · 10 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
AUC-ROC· 2020-08-19
75.7
best: 96.4 (LEX-GNN)
SOTA
Enhancing Graph Neural Network-based Fraud Detectors against Camouflaged Fraudsters arXiv:2008.08692
Fraud DetectiononYelp-Fraud
Averaged Precision· 2020-08-19
42.68
best: 83.56 (LEX-GNN)
SOTA
Enhancing Graph Neural Network-based Fraud Detectors against Camouflaged Fraudsters arXiv:2008.08692
Fraud DetectiononAmazon-Fraud
AUC-ROC· 2020-08-19
89.73
best: 97.91 (LEX-GNN)
SOTA
Enhancing Graph Neural Network-based Fraud Detectors against Camouflaged Fraudsters arXiv:2008.08692
Fraud DetectiononAmazon-Fraud
Averaged Precision· 2020-08-19
82.19
best: 92.18 (LEX-GNN)
SOTA
Enhancing Graph Neural Network-based Fraud Detectors against Camouflaged Fraudsters arXiv:2008.08692

Robots4 results

Active Speaker DetectiononYelp-Fraud
AUC-ROC· 2020-08-19
75.7
best: 96.4 (LEX-GNN)
SOTA
Enhancing Graph Neural Network-based Fraud Detectors against Camouflaged Fraudsters arXiv:2008.08692
Active Speaker DetectiononYelp-Fraud
Averaged Precision· 2020-08-19
42.68
best: 83.56 (LEX-GNN)
SOTA
Enhancing Graph Neural Network-based Fraud Detectors against Camouflaged Fraudsters arXiv:2008.08692
Active Speaker DetectiononAmazon-Fraud
AUC-ROC· 2020-08-19
89.73
best: 97.91 (LEX-GNN)
SOTA
Enhancing Graph Neural Network-based Fraud Detectors against Camouflaged Fraudsters arXiv:2008.08692
Active Speaker DetectiononAmazon-Fraud
Averaged Precision· 2020-08-19
82.19
best: 92.18 (LEX-GNN)
SOTA
Enhancing Graph Neural Network-based Fraud Detectors against Camouflaged Fraudsters arXiv:2008.08692

Graphs2 results

Node ClassificationonAmazon-Fraud
AUC-ROC· 2020-08-19
89.73
best: 97.91 (LEX-GNN)
SOTA
Enhancing Graph Neural Network-based Fraud Detectors against Camouflaged Fraudsters arXiv:2008.08692
Node ClassificationonYelp-Fraud
AUC-ROC· 2020-08-19
75.7
best: 96.4 (LEX-GNN)
SOTA
Enhancing Graph Neural Network-based Fraud Detectors against Camouflaged Fraudsters arXiv:2008.08692