Network Attack Detection on NSL-KDD (test)
98.24AccuracyFinal Combined Framework (UNAD+)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Final Combined Framework (UNAD+)Stage=Full Hybrid Framework2026.05 | 98.24 | 97.26 | 99.26 | 98.25 | 98.24 | |
| Original UNAD2026.05 | 93.45 | 93.9 | 92.86 | 93.38 | 93.44 | |
| UNAD+ WMV EnsembleStage=Weighted Ensemble Only2026.05 | 93.22 | 93.52 | 92.8 | 93.16 | 93.22 | |
| Standalone Supervised Refinement ClassifierStage=Refinement Classifier Isolation2026.05 | 74.02 | 69.76 | 89.67 | 78.47 | 73.1 |