Intrusion Detection on Survival Sonata Dataset
100RecallUni-GPT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Uni-GPTAttack=Flood2025.12 | 100 | — | 40.9 | 58 | |
| Bi-GPTAttack=Flood2025.12 | 100 | — | 36.5 | 53.5 | |
| CAN-BERTAttack=Flood2025.12 | 100 | — | 40.1 | 57.2 | |
| CAN-BERTAttack=MalF2025.12 | 100 | — | 28.3 | 41.4 | |
| CAN-FormerAttack=Flood2025.12 | 100 | — | 17.8 | 30.2 | |
| CAN-FormerAttack=Fuzzy2025.12 | 100 | — | 10.3 | 18.7 | |
| CAN-FormerAttack=MalF2025.12 | 100 | — | 9.4 | 17.2 | |
| TransformerReference=[13], Attack=Flood2025.12 | 100 | — | 98.7 | 99.3 | |
| TransformerReference=[16], Attack=Flood2025.12 | 100 | 100 | 100 | 100 | |
| TransformerReference=[16], Attack=MalF2025.12 | 100 | 100 | 100 | 100 | |
| FedLiTeCANModel Architecture=Transformer, Attack=Normal2025.12 | 100 | 100 | 99 | 99 | |
| FedLiTeCANModel Architecture=Transformer, Attack=Flood2025.12 | 100 | 99.998 | 100 | 100 | |
| FedLiTeCANModel Architecture=Transformer, Attack=MalF2025.12 | 100 | 99.92 | 99 | 100 | |
| StatisticalAttack=MalF2025.12 | 99.95 | — | — | — | |
| Uni-GPTAttack=Fuzzy2025.12 | 99.6 | — | 32.029 | 48.4 | |
| Bi-GPTAttack=Fuzzy2025.12 | 99.6 | — | 25.2 | 40.2 | |
| CAN-BERTAttack=Fuzzy2025.12 | 99.6 | — | 30 | 46 | |
| TransformerReference=[13], Attack=Fuzzy2025.12 | 99.3 | — | 73.6 | 84.6 | |
| FedLiTeCANModel Architecture=Transformer, Attack=Fuzzy2025.12 | 99 | 98.73 | 100 | 99 | |
| StatisticalAttack=Flood2025.12 | 98.61 | — | — | — | |
| Bi-GPTAttack=MalF2025.12 | 98.5 | — | 23.8 | 38.3 | |
| StatisticalAttack=Fuzzy2025.12 | 97.35 | — | — | — | |
| TransformerReference=[13], Attack=MalF2025.12 | 96.2 | — | 80.5 | 87.7 | |
| TransformerReference=[16], Attack=Fuzzy2025.12 | 95.2 | 99.8 | 91 | 97.7 | |
| Uni-GPTAttack=MalF2025.12 | 81.8 | — | 27.711 | 41.4 |