Malware Detection on MB-24+ Clean
70.3Clean TPRAdvDA (no defense)
Evaluation Results
| Method | Links | |
|---|---|---|
| AdvDA (no defense)Cost (h)=0.24±0.012026.04 | 70.3 | |
| MalGuise (clean)Cost (h)=0.76±0.022026.04 | 70 | |
| DART (kl)Training Perturbation Budget (ε)=2/255, Cost (h)=1.08±0.022026.04 | 69 | |
| DART (clean)Training Perturbation Budget (ε)=2/255, Cost (h)=0.71±0.022026.04 | 68.4 | |
| DART (adv)Training Perturbation Budget (ε)=2/255, Cost (h)=0.90±0.022026.04 | 66.6 | |
| DART (kl)Training Perturbation Budget (ε)=8/255, Cost (h)=1.08±0.022026.04 | 60.1 | |
| DART (clean)Training Perturbation Budget (ε)=8/255, Cost (h)=0.71±0.022026.04 | 58.8 | |
| DART (adv)Training Perturbation Budget (ε)=8/255, Cost (h)=0.90±0.022026.04 | 57.5 | |
| MalGuise (adv)Cost (h)=18.40±1.962026.04 | 31.3 |