Network Anomaly Detection on CIC-IDS 2017
99.69AccuracyGSAGE+RF
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GSAGE+RF2025.10 | 99.69 | 99.83 | 99.61 | 99.72 | |
| NAAE-GCN2025.10 | 98.44 | 98.5 | 98.62 | 98.71 | |
| FIR-GNN2025.10 | 97.78 | 97.5 | 98.54 | 98.02 | |
| Cu-LSTM2025.10 | 97.62 | 98.32 | 97.44 | 97.88 | |
| GSL-IDS2025.10 | 96.28 | 95.11 | 98.22 | 96.64 | |
| DNN2025.10 | 95.34 | 95.5 | 96.19 | 95.85 | |
| GNN-NIDS2025.10 | 95.19 | 93.41 | 98.39 | 95.83 | |
| FN-GNN2025.10 | 90.31 | 90.8 | 92.11 | 91.45 | |
| SEMI-GRU2025.10 | 89.62 | 90.44 | 91.05 | 90.75 |