Adversarial Classification on MNIST (test)
97.08Adversarial AccuracySKD
Evaluation Results
| Method | Links | |
|---|---|---|
| SKDExit=3, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.11 | 97.08 | |
| Adv. w/o DistillExit=3, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.11 | 96.82 | |
| NEO-KDExit=3, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.11 | 96.62 | |
| ARDExit=3, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.11 | 96.47 | |
| NEO-KDExit=2, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.11 | 96.3 | |
| SKDExit=2, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.11 | 96.24 | |
| Adv. w/o DistillExit=2, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.11 | 95.89 | |
| ARDExit=2, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.11 | 95.79 | |
| LWExit=3, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.11 | 95.42 | |
| NEO-KDExit=Average, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.11 | 94.49 | |
| SKDExit=Average, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.11 | 94.36 | |
| Adv. w/o DistillExit=Average, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.11 | 94.15 | |
| ARDExit=Average, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.11 | 93.97 | |
| LWExit=2, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.11 | 93.86 | |
| LWExit=Average, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.11 | 92.12 | |
| NEO-KDExit=1, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.11 | 90.56 | |
| SKDExit=1, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.11 | 89.77 | |
| Adv. w/o DistillExit=1, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.11 | 89.74 | |
| ARDExit=1, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.11 | 89.65 | |
| LWExit=1, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.11 | 87.08 |