Insider Threat Detection on Cross-Border Insider Threat Detection (test)
92.3AccuracyFedGraph-AGI
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FedGraph-AGILearning paradigm=Federated, Privacy=Yes2026.02 | 92.3 | 90.4 | 87.9 | 89.1 | 95.6 | |
| FedGNNLearning paradigm=Federated, Privacy=Yes2026.02 | 86.1 | 81.5 | 79 | 80.2 | 89.3 | |
| FraudNELearning paradigm=Centralized, Privacy=No2026.02 | 85.6 | 81.2 | 77.9 | 79.5 | 90.1 | |
| Centralized GNNLearning paradigm=Centralized, Privacy=No2026.02 | 84.7 | 80.1 | 76.4 | 78.2 | 88.9 | |
| FedProxLearning paradigm=Federated, Privacy=Yes2026.02 | 83.6 | 78.8 | 75.5 | 77.1 | 86.7 | |
| GraphSAGELearning paradigm=Centralized, Privacy=No2026.02 | 83.3 | 78.5 | 75.2 | 76.8 | 87.1 | |
| FedAvgLearning paradigm=Federated, Privacy=Yes2026.02 | 82.3 | 77.5 | 73.8 | 75.6 | 85.4 |