Private Inference on CIFAR-10
2.07Runtime (WAN)Ours
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| OursArchitecture=LeNet2025.07 | 2.07 | — | — | — | — | 822 | 0.54 | |
| MD-SONICArchitecture=LeNet2025.07 | 3.83 | — | — | — | — | 2.29 | 0.67 | |
| MD-MLArchitecture=LeNet2025.07 | 6.37 | — | — | — | — | 3.83 | 26.58 | |
| OursArchitecture=AlexNet2025.07 | 8.27 | — | — | — | — | 3.3 | 21.98 | |
| MD-SONICArchitecture=AlexNet2025.07 | 11.14 | — | — | — | — | 7.58 | 2.3 | |
| MD-MLArchitecture=AlexNet2025.07 | 21.51 | — | — | — | — | 11.48 | 103.57 | |
| StriaNetModel Backbone=ResNet-50, Server CPU Threads=16x2026.01 | 26.61 | 37.23 | 58.47 | 185.91 | 75.82 | — | — | |
| Vanilla CheetahModel Backbone=ResNet-50, Server CPU Threads=16x2026.01 | 35.1 | 54.1 | 92.11 | 320.13 | — | — | — | |
| StriaNetModel Backbone=ResNet-50, Server CPU Threads=8x2026.01 | 42.12 | 52.74 | 73.98 | 201.42 | 83.06 | — | — | |
| Vanilla CheetahModel Backbone=ResNet-50, Server CPU Threads=8x2026.01 | 50.71 | 69.71 | 107.71 | 335.74 | — | — | — | |
| StriaNetModel Backbone=ResNet-50, Server CPU Threads=4x2026.01 | 72.67 | 83.29 | 104.53 | 231.97 | 89.21 | — | — | |
| Vanilla CheetahModel Backbone=ResNet-50, Server CPU Threads=4x2026.01 | 81.46 | 100.46 | 138.47 | 366.49 | — | — | — |