Threat Detection on NSL-KDD
97.2AccuracyFedAvg
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedAvgTraining Time (min)=422026.01 | 97.2 | 96.8 | — | — | |
| Byzantine-robust federated learning frameworkTraining Time (min)=522026.01 | 96.8 | 96.5 | — | — | |
| FedMedianTraining Time (min)=482026.01 | 96.4 | 96.1 | — | — | |
| FedAvg-DPTraining Time (min)=442026.01 | 95.8 | 95.4 | — | — | |
| KAN-LSTM2026.03 | 94.05 | 94.35 | 98.95 | 92.15 | |
| KANsNumber of layers=52026.03 | 93.75 | 81.25 | 81.25 | 81.25 | |
| ConvKAN2026.03 | 93.7 | 81.9 | 80.25 | 82.15 | |
| CNN2026.03 | 91.66 | 75 | 66.66 | 75 | |
| KANsNumber of layers=22026.03 | 91.66 | 75 | 75 | 75 | |
| MLP2026.03 | 90.62 | 70.96 | 68.75 | 33.33 | |
| LSTM2026.03 | 89.58 | 68.75 | 68.75 | 68.75 |