Node Classification on Yelp-Fraud

9개 결과 · ⬇ CSV · JSON

AUC-ROC

Rank	Model	AUC-ROC	Paper	Code	Year
1	LEX-GNN	96.40	LEX-GNN: Label-Exploring Graph Neural Network for Accurate Fraud Detection	wdhyun/LEX-GNN	2024
2	GTAN	94.98	Semi-supervised Credit Card Fraud Detection via Attribute-Driven Graph Representation	ai4risk/antifraud · finint/antifraud	2024
3	BOLT-GRAPH	93.18	BOLT: An Automated Deep Learning Framework for Training and Deploying Large-Scale Search and Recommendation Models on Commodity CPU Hardware	ThirdAIResearch/BOLT_Benchmarks · thirdairesearch/bolt_benchmarks	2023
4	SplitGNN	92.03	SplitGNN: Spectral Graph Neural Network for Fraud Detection against Heterophily	split-gnn/splitgnn · blackboxo/SplitGNN	2023
5	GAT+JK	90.04	New Benchmarks for Learning on Non-Homophilous Graphs	CUAI/Non-Homophily-Benchmarks	2021
6	RLC-GNN	85.44	RLC-GNN: An Improved Deep Architecture for Spatial-Based Graph Neural Network with Application to Fraud Detection		2021
7	RioGNN	83.54	Reinforced Neighborhood Selection Guided Multi-Relational Graph Neural Networks	safe-graph/RioGNN	2021
8	PC-GNN	79.87	Pick and Choose: A GNN-based Imbalanced Learning Approach for Fraud Detection	PonderLY/PC-GNN	2021
9	CARE-GNN	75.70	Enhancing Graph Neural Network-based Fraud Detectors against Camouflaged Fraudsters	dmlc/dgl · safe-graph/DGFraud · YingtongDou/CARE-GNN · +3	2020