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Average and standard deviation of percentage of successfully attacked samples computed over 10 models generated in the 10-fold cross validation.
| SAN/Ntrain ± std (%) | ||||||
|---|---|---|---|---|---|---|
| 10 mAs | 50 mAs | 100 mAs | 200 mAs | 500 mAs | ||
| Random attacks | Training | 49.7±4.9 | 24.8±4.2 | 11.2±4.1 | 3.0±2.1 | 0.9±0.4 |
| Testing | 52.3±2.9 | 29.1±5.0 | 17.4±4.3 | 9.6±2.7 | 4.5±1.3 | |
| Optimized attacks | Training | 59.2±6.3 | 34.7±6.3 | 23.4±6.6 | 13.6±6.5 | 6.6±4.2 |
| Testing | 61.8±5.5 | 44.4±6.3 | 34.3±7.5 | 25.4±6.4 | 19.3±5.1 | |
