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MNIST Benchmark of privacy-preserving neural network frameworks
| Framework | Methodology | Runtime (s) | Communication (MB) | ||||||
|---|---|---|---|---|---|---|---|---|---|
| Offline | Online | Total | Amortized | Offline | Online | Total | Cost per instance | ||
| CryptoNets | HE | - | - | 570 | 0.07 | - | - | 595.5 | 0.07 |
| MiniONN | HE, MPC | 0.88 | 0.40 | 1.28 | 1.28 | 3.6 | 44 | 47.6 | 47.6 |
| GAZELLE | HE, MPC | 0 | 0.03 | 0.03 | 0.03 | 0 | 0.5 | 0.5 | 0.5 |
| E2DM | HE | - | 28.59 | 0.45 | - | - | 17.48 | 0.27 | |
