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Percentage of samples attacked successfully at 100 mAs level for different network architectures.
| SAN/Ntrain (%) |
||||
|---|---|---|---|---|
| Training | Testing | |||
| 100 mAs Random attacks | Original | 11.2±4.1 | 17.4±4.3 | |
| Scenario 1 | Batch-Norm | 10.6±3.7 | 15.7±4.4 | |
| Scenario 2 | Drop-out (0.1) | 13.4±4.8 | 27.4±5.1 | |
| Drop-out (0.2) | 10.2±4.0 | 20.0±4.5 | ||
| Scenario 3 | Deeper | 12.0±5.2 | 23.2±5.6 | |
| Shallower | 9.1±3.7 | 17.9±4.2 | ||
| Wider | 9.6±3.9 | 15.8±3.6 | ||
| Narrower | 12.7±4.7 | 28.5±4.6 | ||
| Scenario 4 | Five-class | 26.2±6.9 | 86.5±15.3 | |
