Classification on MNIST (ACC, AUC, Throughput)
95.79Accuracystandard DP-GD
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| standard DP-GDModel=Model 1, Privacy budget=ε = 1, δ = 10−5, Number of runs=1002026.05 | 95.79 | 98.98 | — | — | — | — | |
| augmented no-clipping DP-GDModel=Model 2, Privacy budget=ε = 1, δ = 10−5, Number of runs=1002026.05 | 95.49 | 98.9 | — | — | — | — | |
| Algo 5 (No Clip)RingDim=131072, Security level=128-bit, Hardware=AMD EPYC 7502, epsilon=1, delta=10-52026.05 | 93.97 | 98.2 | 566.7 | 442.2 | 409.8 | 350.5 | |
| Algo 4 (DP-SGD)RingDim=131072, Security level=128-bit, Hardware=AMD EPYC 7502, epsilon=1, delta=10-52026.05 | 93.77 | 98.2 | 7,996.8 | 4,240 | 3,504.4 | 1,813.5 | |
| Output-SGDRingDim=131072, Security level=128-bit, Hardware=AMD EPYC 7502, epsilon=1, delta=10-52026.05 | 73.87 | 86.68 | 524.5 | 434.9 | 397.4 | 351.1 | |
| DP model using output perturbationModel=Model 3, Privacy budget=ε = 1, δ = 10−5, Number of runs=1002026.05 | 72.04 | 86.87 | — | — | — | — |