Privacy-preserving neural network inference on AlexNet (inference)
0.4Inference Time (s)PrivQJ
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PrivQJNetwork Setting=LAN2026.03 | 0.4 | 2.5 | — | — | |
| PrivQJNetwork Setting=WAN12026.03 | 0.4 | — | — | — | |
| PrivQJNetwork Setting=LAN2026.03 | 0.4 | 2.5 | — | — | |
| PrivQJNetwork Setting=WAN12026.03 | 0.4 | — | — | — | |
| PrivQJNetwork Environment=LAN, Cost Type=Online2026.03 | 2.1 | 256 | — | — | |
| FIT [14]Network Environment=LAN, Cost Type=Online2026.03 | 2.3 | 249 | — | — | |
| PrivQJNetwork Environment=WAN1, Cost Type=Online2026.03 | 24.7 | — | — | — | |
| FIT [14]Network Environment=WAN1, Cost Type=Online2026.03 | 25.7 | — | — | — | |
| PrivQJSetting=LAN, Model=AlexNet2026.03 | 83.3 | 526 | — | — | |
| [14]Network Setting=LAN2026.03 | 89 | 528 | 208 | 207 | |
| FITSetting=LAN, Model=AlexNet2026.03 | 89 | 528 | — | — | |
| FITNetwork Setting=LAN2026.03 | 89 | 528 | 208 | 207 | |
| [14]Network Setting=WAN12026.03 | 136 | — | — | 315 | |
| FITNetwork Setting=WAN12026.03 | 136 | — | — | 315 | |
| [10]Network Environment=LAN, Cost Type=Online2026.03 | 189 | 659 | — | — | |
| [10]Network Setting=LAN2026.03 | 189 | 659 | 260 | 439 | |
| [10]Setting=LAN, Model=AlexNet2026.03 | 189 | 659 | — | — | |
| [10]Network Setting=LAN2026.03 | 189 | 659 | 260 | 439 | |
| [10]Network Environment=WAN1, Cost Type=Online2026.03 | 246 | — | — | — | |
| [10]Network Setting=WAN12026.03 | 246 | — | — | 569 | |
| [10]Network Setting=WAN12026.03 | 246 | — | — | 569 |