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ResearchFormerly WizWand

Timing Attack on N-MNIST integer

100Attack Success Rate (ASR)ConvNet (SNN)
24.39244.02163.6583.279Feb 3, 2026
Updated 8mo ago

Evaluation results

MethodLinks
ConvNet (SNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=12026.02100—
ConvNet (SNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=22026.02100—
ConvNet (SNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=32026.02100—
ConvNet (SNN)Timing Budget Type=B_1 (Total delay), Budget Value=10002026.02100—
ConvNet (SNN)Timing Budget Type=B_0 (Tamper count), Budget Value=4002026.02100—
ConvNet (SNN)Timing Budget Type=B_0 (Tamper count), Budget Value=6002026.02100—
ConvNet (CNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=12026.02100—
ConvNet (CNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=22026.02100—
ConvNet (CNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=32026.02100—
ConvNet (CNN)Timing Budget Type=B_1 (Total delay), Budget Value=7502026.02100—
ConvNet (CNN)Timing Budget Type=B_1 (Total delay), Budget Value=10002026.02100—
ConvNet (CNN)Timing Budget Type=B_0 (Tamper count), Budget Value=3002026.02100—
ConvNet (CNN)Timing Budget Type=B_0 (Tamper count), Budget Value=4002026.02100—
ConvNet (CNN)Timing Budget Type=B_0 (Tamper count), Budget Value=6002026.02100—
ResNet18 (SNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=22026.02100—
ResNet18 (SNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=32026.02100—
ResNet18 (SNN)Timing Budget Type=B_0 (Tamper count), Budget Value=4002026.02100—
ResNet18 (CNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=22026.02100—
ResNet18 (CNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=32026.02100—
ResNet18 (CNN)Timing Budget Type=B_0 (Tamper count), Budget Value=4002026.02100—
ResNet18 (CNN)Timing Budget Type=B_0 (Tamper count), Budget Value=6002026.02100—
VGGSNN (SNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=22026.02100—
VGGSNN (SNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=32026.02100—
VGGSNN (SNN)Timing Budget Type=B_0 (Tamper count), Budget Value=4002026.02100—
VGGSNN (SNN)Timing Budget Type=B_0 (Tamper count), Budget Value=6002026.02100—
VGG (CNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=12026.02100—
VGG (CNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=22026.02100—
VGG (CNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=32026.02100—
VGG (CNN)Timing Budget Type=B_0 (Tamper count), Budget Value=4002026.02100—
VGG (CNN)Timing Budget Type=B_0 (Tamper count), Budget Value=6002026.02100—
ResNet18 (SNN)Timing Budget Type=B_0 (Tamper count), Budget Value=6002026.0299.8—
VGGSNN (SNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=12026.0299.8—
VGGSNN (SNN)Timing Budget Type=B_1 (Total delay), Budget Value=10002026.0299.8—
Spike-Retiming Attack (PIL-PGD)Target Model=ConvNet (CNN), Attack Budgets=B∞(3), B1(750), B0(300)2026.0299.8—
ConvNet (SNN)Timing Budget Type=B_0 (Tamper count), Budget Value=3002026.0299.2—
ResNet18 (CNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=12026.0298.9—
VGG (CNN)Timing Budget Type=B_0 (Tamper count), Budget Value=2002026.0298.4—
ConvNet (CNN)Timing Budget Type=B_1 (Total delay), Budget Value=5002026.0298.2—
ResNet18 (SNN)Timing Budget Type=B_1 (Total delay), Budget Value=10002026.0298—
VGGSNN (SNN)Timing Budget Type=B_0 (Tamper count), Budget Value=3002026.0297.6—
VGG (CNN)Timing Budget Type=B_0 (Tamper count), Budget Value=3002026.0297—
ConvNet (SNN)Timing Budget Type=B_1 (Total delay), Budget Value=7502026.0296.4—
Spike-Retiming Attack (PIL-PGD)Target Model=ConvNet (SNN), Attack Budgets=B∞(3), B1(750), B0(300)2026.0296—
ResNet18 (CNN)Timing Budget Type=B_0 (Tamper count), Budget Value=3002026.0295.6—
Spike-Retiming Attack (PIL-PGD)Target Model=VGGSNN (SNN), Attack Budgets=B∞(3), B1(750), B0(300)2026.0294.6—
ResNet18 (SNN)Timing Budget Type=B_0 (Tamper count), Budget Value=3002026.0294.5—
Spike-Retiming Attack (PIL-PGD)Target Model=ResNet18 (SNN), Attack Budgets=B∞(3), B1(750), B0(300)2026.0292.1—
ResNet18 (SNN)Timing Budget Type=B_inf (Jitter radius), Budget Value=12026.0291.5—
VGG (CNN)Timing Budget Type=B_1 (Total delay), Budget Value=7502026.0290.7—
VGG (CNN)Timing Budget Type=B_1 (Total delay), Budget Value=10002026.0290—
VGGSNN (SNN)Timing Budget Type=B_1 (Total delay), Budget Value=7502026.0289.3—
VGG (CNN)Timing Budget Type=B_1 (Total delay), Budget Value=5002026.0285—
ResNet18 (CNN)Timing Budget Type=B_0 (Tamper count), Budget Value=2002026.0281.9—
ResNet18 (SNN)Timing Budget Type=B_1 (Total delay), Budget Value=7502026.0275.8—
ResNet18 (CNN)Timing Budget Type=B_1 (Total delay), Budget Value=5002026.0273.1—
Spike-Retiming Attack (PIL-PGD)Target Model=VGG (CNN), Attack Budgets=B∞(3), B1(750), B0(300)2026.0271.5—
ResNet18 (CNN)Timing Budget Type=B_1 (Total delay), Budget Value=7502026.0266.7—
ConvNet (CNN)Timing Budget Type=B_0 (Tamper count), Budget Value=2002026.0259.8—
ResNet18 (CNN)Timing Budget Type=B_1 (Total delay), Budget Value=10002026.0254.7—
ConvNet (SNN)Timing Budget Type=B_1 (Total delay), Budget Value=5002026.0246.6—
Spike-Retiming Attack (PIL-PGD)Target Model=ResNet18 (CNN), Attack Budgets=B∞(3), B1(750), B0(300)2026.0244.3—
VGGSNN (SNN)Timing Budget Type=B_1 (Total delay), Budget Value=5002026.0242.1—
ConvNet (SNN)Timing Budget Type=B_0 (Tamper count), Budget Value=2002026.0240.2—
ResNet18 (SNN)Timing Budget Type=B_1 (Total delay), Budget Value=5002026.0231.6—
VGGSNN (SNN)Timing Budget Type=B_0 (Tamper count), Budget Value=2002026.0229.9—
ResNet18 (SNN)Timing Budget Type=B_0 (Tamper count), Budget Value=2002026.0227.3—
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