Intrusion Detection on UNSW-NB15 d = 4 PCA (test)
87.8Accuracy (Clean)MLP (white-box)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MLP (white-box)Training Strategy=white-box classical baseline, PCA Dimensions=4, Attack=white-box PGD-202026.06 | 87.8 | 55.3 | 58.3 | |
| SQNNgamma=0, PCA Dimensions=4, Attack=white-box PGD-202026.06 | 87.2 | 40.9 | 31.8 | |
| MLP+GaussTraining Strategy=Gaussian Noise Injection, PCA Dimensions=4, Attack=white-box PGD-202026.06 | 86.9 | 57.3 | 60.5 | |
| MLP adv-trainedTraining Strategy=Adversarial Training, PCA Dimensions=4, Attack=white-box PGD-202026.06 | 82 | 70.6 | 67 | |
| SQNNgamma=0.30, PCA Dimensions=4, Attack=white-box PGD-202026.06 | 79.3 | 45.2 | 38.7 |