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Fraud Detection On Yelp Fraud

Metrics

AUC-ROC

Results

Performance results of various models on this benchmark

Model Name
AUC-ROC
Paper TitleRepository
RLC-GNN85.44RLC-GNN: An Improved Deep Architecture for Spatial-Based Graph Neural Network with Application to Fraud Detection-
LEX-GNN96.40LEX-GNN: Label-Exploring Graph Neural Network for Accurate Fraud Detection
GTAN94.98Semi-supervised Credit Card Fraud Detection via Attribute-Driven Graph Representation
SplitGNN92.03SplitGNN: Spectral Graph Neural Network for Fraud Detection against Heterophily
GAT+JK90.04New Benchmarks for Learning on Non-Homophilous Graphs
JA-GNN95.11Financial Fraud Detection using Jump-Attentive Graph Neural Networks-
PC-GNN79.87Pick and Choose: A GNN-based Imbalanced Learning Approach for Fraud Detection
CARE-GNN75.70Enhancing Graph Neural Network-based Fraud Detectors against Camouflaged Fraudsters
BOLT-GRAPH93.18BOLT: An Automated Deep Learning Framework for Training and Deploying Large-Scale Search and Recommendation Models on Commodity CPU Hardware
RioGNN83.54Reinforced Neighborhood Selection Guided Multi-Relational Graph Neural Networks
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