Network Traffic Classification on CICIDS attack behavior shifts unseen domains 2017 (test)
98.63Average AccuracyUniAlign
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UniAlignBackbone=NetTrans+ [51], Training Framework Type=Ours2026.05 | 98.63 | 98.63 | |
| CDANNBackbone=NetTrans+ [51], Training Framework Type=General2026.05 | 98.58 | 98.58 | |
| NetAugmentBackbone=NetTrans+ [51], Training Framework Type=NTC2026.05 | 98.34 | 98.34 | |
| RosettaBackbone=NetTrans+ [51], Training Framework Type=NTC2026.05 | 98.29 | 98.29 | |
| SWADBackbone=NetTrans+ [51], Training Framework Type=General2026.05 | 97.47 | 97.46 | |
| MMDBackbone=NetTrans+ [51], Training Framework Type=General2026.05 | 97.44 | 97.43 | |
| StandardBackbone=NetTrans+ [51], Training Framework Type=Original2026.05 | 96.45 | 96.42 | |
| MetaTrafficBackbone=NetTrans+ [51], Training Framework Type=NTC2026.05 | 95.1 | 95.02 | |
| SagNetBackbone=NetTrans+ [51], Training Framework Type=General2026.05 | 94.97 | 94.88 |