Binary Classification on UNSW-NB15
99.05Binary AccuracySTG-NIDS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| STG-NIDSLearning Paradigm=Self-supervised2026.06 | 99.05 | 95 | 96.31 | 97 | |
| E-GraphSAGELearning Paradigm=Supervised2026.06 | 98.76 | 91 | 99.99 | 95 | |
| TCG-IDSLearning Paradigm=Self-supervised2026.06 | 97.83 | 90 | 97.83 | 95 | |
| NEGAT+NEGSCLearning Paradigm=Self-supervised2026.06 | 96.97 | 91 | 84.17 | 87 | |
| WCGAN-GPIDS model=LSTM2026.03 | 90.6 | — | — | — | |
| GMA-SAWGAN-GPIDS model=CNN-BiLSTM2026.03 | 90 | — | — | — | |
| WCGAN-GPIDS model=DNN2026.03 | 89.9 | — | — | — | |
| GMA-SAWGAN-GPIDS model=CNN-LSTM2026.03 | 89.7 | — | — | — | |
| GMA-SAWGAN-GPIDS model=CNN2026.03 | 89.4 | — | — | — | |
| WCGAN-GPIDS model=CNN-LSTM2026.03 | 89.4 | — | — | — | |
| DAE-GANIDS model=DNN2026.03 | 89.2 | — | — | — | |
| GMA-SAWGAN-GPIDS model=DNN2026.03 | 88.3 | — | — | — | |
| GMA-SAWGAN-GPIDS model=LSTM2026.03 | 88.3 | — | — | — | |
| WCGAN-GPIDS model=CNN-BiLSTM2026.03 | 88.2 | — | — | — | |
| WCGAN-GPIDS model=CNN2026.03 | 87.9 | — | — | — | |
| TMG-GANIDS model=CNN-LSTM2026.03 | 86.5 | — | — | — | |
| DAE-GANIDS model=CNN-LSTM2026.03 | 85.7 | — | — | — | |
| DAE-GANIDS model=CNN2026.03 | 85.6 | — | — | — | |
| DAE-GANIDS model=LSTM2026.03 | 85 | — | — | — | |
| SYN-GANIDS model=LSTM2026.03 | 84.6 | — | — | — | |
| TMG-GANIDS model=DNN2026.03 | 84.5 | — | — | — | |
| MultiCritics-WGAN-GPIDS model=CNN-LSTM2026.03 | 84.3 | — | — | — | |
| MultiCritics-WGAN-GPIDS model=LSTM2026.03 | 83.3 | — | — | — | |
| MultiCritics-WGAN-GPIDS model=CNN2026.03 | 83.1 | — | — | — | |
| SYN-GANIDS model=DNN2026.03 | 83.1 | — | — | — | |
| MultiCritics-WGAN-GPIDS model=DNN2026.03 | 83.1 | — | — | — | |
| TMG-GANIDS model=LSTM2026.03 | 82.9 | — | — | — | |
| DAE-GANIDS model=CNN-BiLSTM2026.03 | 82.8 | — | — | — | |
| TMG-GANIDS model=CNN-BiLSTM2026.03 | 82.4 | — | — | — | |
| TMG-GANIDS model=CNN2026.03 | 82.1 | — | — | — | |
| SYN-GANIDS model=CNN-LSTM2026.03 | 81.9 | — | — | — | |
| SYN-GANIDS model=CNN-BiLSTM2026.03 | 81.7 | — | — | — | |
| MultiCritics-WGAN-GPIDS model=CNN-BiLSTM2026.03 | 81.4 | — | — | — | |
| SYN-GANIDS model=CNN2026.03 | 81.1 | — | — | — |