Timing Attack on N-MNIST integer
100Attack Success Rate (ASR)ConvNet (SNN)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ConvNet (SNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=12026.02 | 100 | — | |
| ConvNet (SNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=22026.02 | 100 | — | |
| ConvNet (SNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=32026.02 | 100 | — | |
| ConvNet (SNN)Timing Budget Type=B_1 (Total delay), Budget Value=10002026.02 | 100 | — | |
| ConvNet (SNN)Timing Budget Type=B_0 (Tamper count), Budget Value=4002026.02 | 100 | — | |
| ConvNet (SNN)Timing Budget Type=B_0 (Tamper count), Budget Value=6002026.02 | 100 | — | |
| ConvNet (CNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=12026.02 | 100 | — | |
| ConvNet (CNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=22026.02 | 100 | — | |
| ConvNet (CNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=32026.02 | 100 | — | |
| ConvNet (CNN)Timing Budget Type=B_1 (Total delay), Budget Value=7502026.02 | 100 | — | |
| ConvNet (CNN)Timing Budget Type=B_1 (Total delay), Budget Value=10002026.02 | 100 | — | |
| ConvNet (CNN)Timing Budget Type=B_0 (Tamper count), Budget Value=3002026.02 | 100 | — | |
| ConvNet (CNN)Timing Budget Type=B_0 (Tamper count), Budget Value=4002026.02 | 100 | — | |
| ConvNet (CNN)Timing Budget Type=B_0 (Tamper count), Budget Value=6002026.02 | 100 | — | |
| ResNet18 (SNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=22026.02 | 100 | — | |
| ResNet18 (SNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=32026.02 | 100 | — | |
| ResNet18 (SNN)Timing Budget Type=B_0 (Tamper count), Budget Value=4002026.02 | 100 | — | |
| ResNet18 (CNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=22026.02 | 100 | — | |
| ResNet18 (CNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=32026.02 | 100 | — | |
| ResNet18 (CNN)Timing Budget Type=B_0 (Tamper count), Budget Value=4002026.02 | 100 | — | |
| ResNet18 (CNN)Timing Budget Type=B_0 (Tamper count), Budget Value=6002026.02 | 100 | — | |
| VGGSNN (SNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=22026.02 | 100 | — | |
| VGGSNN (SNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=32026.02 | 100 | — | |
| VGGSNN (SNN)Timing Budget Type=B_0 (Tamper count), Budget Value=4002026.02 | 100 | — | |
| VGGSNN (SNN)Timing Budget Type=B_0 (Tamper count), Budget Value=6002026.02 | 100 | — | |
| VGG (CNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=12026.02 | 100 | — | |
| VGG (CNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=22026.02 | 100 | — | |
| VGG (CNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=32026.02 | 100 | — | |
| VGG (CNN)Timing Budget Type=B_0 (Tamper count), Budget Value=4002026.02 | 100 | — | |
| VGG (CNN)Timing Budget Type=B_0 (Tamper count), Budget Value=6002026.02 | 100 | — | |
| ResNet18 (SNN)Timing Budget Type=B_0 (Tamper count), Budget Value=6002026.02 | 99.8 | — | |
| VGGSNN (SNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=12026.02 | 99.8 | — | |
| VGGSNN (SNN)Timing Budget Type=B_1 (Total delay), Budget Value=10002026.02 | 99.8 | — | |
| Spike-Retiming Attack (PIL-PGD)Target Model=ConvNet (CNN), Attack Budgets=B∞(3), B1(750), B0(300)2026.02 | 99.8 | — | |
| ConvNet (SNN)Timing Budget Type=B_0 (Tamper count), Budget Value=3002026.02 | 99.2 | — | |
| ResNet18 (CNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=12026.02 | 98.9 | — | |
| VGG (CNN)Timing Budget Type=B_0 (Tamper count), Budget Value=2002026.02 | 98.4 | — | |
| ConvNet (CNN)Timing Budget Type=B_1 (Total delay), Budget Value=5002026.02 | 98.2 | — | |
| ResNet18 (SNN)Timing Budget Type=B_1 (Total delay), Budget Value=10002026.02 | 98 | — | |
| VGGSNN (SNN)Timing Budget Type=B_0 (Tamper count), Budget Value=3002026.02 | 97.6 | — | |
| VGG (CNN)Timing Budget Type=B_0 (Tamper count), Budget Value=3002026.02 | 97 | — | |
| ConvNet (SNN)Timing Budget Type=B_1 (Total delay), Budget Value=7502026.02 | 96.4 | — | |
| Spike-Retiming Attack (PIL-PGD)Target Model=ConvNet (SNN), Attack Budgets=B∞(3), B1(750), B0(300)2026.02 | 96 | — | |
| ResNet18 (CNN)Timing Budget Type=B_0 (Tamper count), Budget Value=3002026.02 | 95.6 | — | |
| Spike-Retiming Attack (PIL-PGD)Target Model=VGGSNN (SNN), Attack Budgets=B∞(3), B1(750), B0(300)2026.02 | 94.6 | — | |
| ResNet18 (SNN)Timing Budget Type=B_0 (Tamper count), Budget Value=3002026.02 | 94.5 | — | |
| Spike-Retiming Attack (PIL-PGD)Target Model=ResNet18 (SNN), Attack Budgets=B∞(3), B1(750), B0(300)2026.02 | 92.1 | — | |
| ResNet18 (SNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=12026.02 | 91.5 | — | |
| VGG (CNN)Timing Budget Type=B_1 (Total delay), Budget Value=7502026.02 | 90.7 | — | |
| VGG (CNN)Timing Budget Type=B_1 (Total delay), Budget Value=10002026.02 | 90 | — | |
| VGGSNN (SNN)Timing Budget Type=B_1 (Total delay), Budget Value=7502026.02 | 89.3 | — | |
| VGG (CNN)Timing Budget Type=B_1 (Total delay), Budget Value=5002026.02 | 85 | — | |
| ResNet18 (CNN)Timing Budget Type=B_0 (Tamper count), Budget Value=2002026.02 | 81.9 | — | |
| ResNet18 (SNN)Timing Budget Type=B_1 (Total delay), Budget Value=7502026.02 | 75.8 | — | |
| ResNet18 (CNN)Timing Budget Type=B_1 (Total delay), Budget Value=5002026.02 | 73.1 | — | |
| Spike-Retiming Attack (PIL-PGD)Target Model=VGG (CNN), Attack Budgets=B∞(3), B1(750), B0(300)2026.02 | 71.5 | — | |
| ResNet18 (CNN)Timing Budget Type=B_1 (Total delay), Budget Value=7502026.02 | 66.7 | — | |
| ConvNet (CNN)Timing Budget Type=B_0 (Tamper count), Budget Value=2002026.02 | 59.8 | — | |
| ResNet18 (CNN)Timing Budget Type=B_1 (Total delay), Budget Value=10002026.02 | 54.7 | — | |
| ConvNet (SNN)Timing Budget Type=B_1 (Total delay), Budget Value=5002026.02 | 46.6 | — | |
| Spike-Retiming Attack (PIL-PGD)Target Model=ResNet18 (CNN), Attack Budgets=B∞(3), B1(750), B0(300)2026.02 | 44.3 | — | |
| VGGSNN (SNN)Timing Budget Type=B_1 (Total delay), Budget Value=5002026.02 | 42.1 | — | |
| ConvNet (SNN)Timing Budget Type=B_0 (Tamper count), Budget Value=2002026.02 | 40.2 | — | |
| ResNet18 (SNN)Timing Budget Type=B_1 (Total delay), Budget Value=5002026.02 | 31.6 | — | |
| VGGSNN (SNN)Timing Budget Type=B_0 (Tamper count), Budget Value=2002026.02 | 29.9 | — | |
| ResNet18 (SNN)Timing Budget Type=B_0 (Tamper count), Budget Value=2002026.02 | 27.3 | — | |
| ConvNet (CNN)Timing Budget=Clean2026.02 | — | 99.38 | |
| ConvNet (SNN)Timing Budget=Clean2026.02 | — | 99.19 | |
| ResNet18 (CNN)Timing Budget=Clean2026.02 | — | 99.73 | |
| ResNet18 (SNN)Timing Budget=Clean2026.02 | — | 99.62 | |
| VGG (CNN)Timing Budget=Clean2026.02 | — | 99.79 | |
| VGGSNN (SNN)Timing Budget=Clean2026.02 | — | 99.71 |