Network Intrusion Detection on CIC-IDS 15% 2017 (test)
0.942PR AUCPLM-CLS
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PLM-CLSDetection mechanism=Classifier-based (CLS), Input representation=DPI-free token sequences2026.05 | 0.942 | 0.751 | 58.6 | 97.7 | 41.8 | 76.9 | |
| PLM-PPLDetection mechanism=Perplexity-based (PPL), Input representation=DPI-free token sequences2026.05 | 0.928 | 0.691 | 57.5 | 97.7 | 40.7 | 88.4 | |
| LSTMTraining data size=20% data, Input representation=DPI-free token sequences2026.05 | 0.834 | 0.501 | 90.6 | 83.4 | 99.2 | 98.9 | |
| RandomInput representation=DPI-free token sequences2026.05 | 0.833 | 0.499 | 9.6 | 83.6 | 5.1 | 95 |