Classification on Credit (Threaded Performance)
78AccuracyAlgo 4 (DP-SGD)
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Algo 4 (DP-SGD)Hardware=AMD EPYC 9534, epsilon (ε)=1, delta (δ)=10−5, RingDim=327682026.05 | 78 | 68.88 | 446.1 | 258.7 | 227.5 | 164 | |
| Algo 5 (No Clip)Hardware=AMD EPYC 9534, epsilon (ε)=1, delta (δ)=10−5, RingDim=327682026.05 | 77.99 | 68.69 | 132.2 | 79.4 | 70.4 | 53.7 | |
| Algo 5 (No Clip)RingDim=131072, Security level=128-bit, Hardware=AMD EPYC 7502, epsilon=1, delta=10-52026.05 | 77.99 | 68.85 | 521.9 | 449.2 | 394.1 | 343.1 | |
| Algo 4 (DP-SGD)RingDim=131072, Security level=128-bit, Hardware=AMD EPYC 7502, epsilon=1, delta=10-52026.05 | 77.96 | 69.18 | 8,028.1 | 3,910.5 | 3,236.3 | 1,843.3 | |
| Output-SGDHardware=AMD EPYC 9534, epsilon (ε)=1, delta (δ)=10−5, RingDim=327682026.05 | 76.76 | 54.82 | 133.9 | 82.7 | 75.7 | 53.9 | |
| Output-SGDRingDim=131072, Security level=128-bit, Hardware=AMD EPYC 7502, epsilon=1, delta=10-52026.05 | 76.76 | 55.61 | 551.4 | 415.8 | 379.9 | 342 |