NIDS Evasion on 16 NIDS environments (test)
0.52Memory (MB)PPO
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| PPOSetting=white-box, Query budget=0 (deployment), Flow-level perturbation constraints=100KB, 100 packets, 100 seconds2026.02 | 0.52 | 5.72 | 24,610 | 39 | 27,913 | 47.9 | 83.7 | |
| A2CSetting=white-box, Query budget=0 (deployment), Flow-level perturbation constraints=100KB, 100 packets, 100 seconds2026.02 | 0.52 | 6.32 | 42,000 | 39 | 41,366 | 44.2 | 69.9 | |
| SACSetting=white-box, Query budget=0 (deployment), Flow-level perturbation constraints=100KB, 100 packets, 100 seconds2026.02 | 1.31 | 12.4 | 13,423 | 16 | 18,550 | 48.9 | 39.4 | |
| TD3Setting=white-box, Query budget=0 (deployment), Flow-level perturbation constraints=100KB, 100 packets, 100 seconds2026.02 | 1.56 | 5.89 | 16,545 | 17 | 29,654 | 44.8 | 76.1 | |
| PGDSetting=white-box, Query budget=1,000, Flow-level perturbation constraints=100KB, 100 packets, 100 seconds2026.02 | 14.1 | 82.9 | 25,085 | 46 | 33,618 | 58.9 | 7.1 | |
| HSJASetting=white-box, Query budget=1,000, Flow-level perturbation constraints=100KB, 100 packets, 100 seconds2026.02 | 14.3 | 368 | 4,035 | 8 | 3,345 | 54.6 | 1.48 | |
| FuzzingSetting=white-box, Query budget=1,000, Flow-level perturbation constraints=100KB, 100 packets, 100 seconds2026.02 | 14.49 | 709 | 31,028 | 50 | 33,460 | 58.7 | 0.83 |