Summarization Attack on CIFAR-10 real-data multilinear-extension
0.0548Average DegreeProposed attack
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Proposed attackNorm constraint=l2, epsilon=2.0, I=10, n=50, k=5, lambda=1, K_attack=30, T_attack=202026.06 | 0.0548 | 70 | 0.0014 | |
| Proposed attackNorm constraint=l1, epsilon=2.0, I=10, n=50, k=5, lambda=1, K_attack=30, T_attack=202026.06 | 0.0329 | 60 | 0.0009 | |
| PGD baselineNorm constraint=l1, epsilon=2.0, I=10, n=50, k=5, lambda=1, K_attack=30, T_attack=202026.06 | 0.0097 | 70 | 0.0003 | |
| PGD baselineNorm constraint=l2, epsilon=2.0, I=10, n=50, k=5, lambda=1, K_attack=30, T_attack=202026.06 | 0.0001 | 70 | 0 | |
| Random perturbationNorm constraint=l1, epsilon=2.0, I=10, n=50, k=5, lambda=1, K_attack=30, T_attack=20, Trials=202026.06 | -0.0355 | 10 | -0.0009 | |
| Random perturbationNorm constraint=l2, epsilon=2.0, I=10, n=50, k=5, lambda=1, K_attack=30, T_attack=20, Trials=202026.06 | -0.0355 | 40 | -0.0005 |