Classification on MNIST (ACC, AUC, Runtime per Iteration by Thread Count)
93.99AccuracyAlgo 5 (No Clip)
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Algo 5 (No Clip)Hardware=AMD EPYC 9534, epsilon (ε)=1, delta (δ)=10−5, RingDim=327682026.05 | 93.99 | 98.22 | 148.2 | 93 | 86.9 | 58.2 | |
| Algo 4 (DP-SGD)Hardware=AMD EPYC 9534, epsilon (ε)=1, delta (δ)=10−5, RingDim=327682026.05 | 93.62 | 98.21 | 600.1 | 338 | 283 | 187.2 | |
| Output-SGDHardware=AMD EPYC 9534, epsilon (ε)=1, delta (δ)=10−5, RingDim=327682026.05 | 74.18 | 88.59 | 147.5 | 90.1 | 82.9 | 55.7 |