Differential Privacy Noise Scale Evaluation on CIFAR-10
862,998Noise Scale (L2 norm)Time Varying DP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Time Varying DPBackbone=ResNet-18, Noise Scale (epsilon)=0.22026.01 | 862,998 | 64.37 | |
| AdapLDPBackbone=ResNet-18, Noise Scale (epsilon)=0.22026.01 | 735,138 | 72.8 | |
| Full DPBackbone=ResNet-18, Noise Scale (epsilon)=0.22026.01 | 727,901 | 71.96 | |
| AdapLDPBackbone=ResNet-18, Noise Scale (epsilon)=0.32026.01 | 512,366 | 72.8 | |
| Full DPBackbone=ResNet-18, Noise Scale (epsilon)=0.32026.01 | 505,266 | 71.96 | |
| AdapLDPBackbone=ResNet-18, Noise Scale (epsilon)=0.42026.01 | 402,970 | 72.8 | |
| DPA LDPBackbone=ResNet-18, Noise Scale (epsilon)=0.22026.01 | 386,453 | 52.25 | |
| Full DPBackbone=ResNet-18, Noise Scale (epsilon)=0.42026.01 | 383,945 | 71.96 | |
| Time Varying DPBackbone=ResNet-18, Noise Scale (epsilon)=0.32026.01 | 295,231 | 64.37 | |
| LaDP-FLBackbone=ResNet-18, Noise Scale (epsilon)=0.22026.01 | 275,447 | — | |
| DPA LDPBackbone=ResNet-18, Noise Scale (epsilon)=0.32026.01 | 261,698 | 52.25 | |
| Sensitive DPBackbone=ResNet-18, Noise Scale (epsilon)=0.22026.01 | 242,583 | 4.74 | |
| DPA LDPBackbone=ResNet-18, Noise Scale (epsilon)=0.42026.01 | 241,778 | 52.25 | |
| Time Varying DPBackbone=ResNet-18, Noise Scale (epsilon)=0.42026.01 | 224,129 | 64.37 | |
| AdapLDPBackbone=ResNet-18, Noise Scale (epsilon)=0.52026.01 | 217,344 | 72.8 | |
| Full DPBackbone=ResNet-18, Noise Scale (epsilon)=0.52026.01 | 203,968 | 71.96 | |
| Time Varying DPBackbone=ResNet-18, Noise Scale (epsilon)=0.52026.01 | 193,487 | 64.37 | |
| Sensitive DPBackbone=ResNet-18, Noise Scale (epsilon)=0.32026.01 | 165,234 | 4.74 | |
| DPA LDPBackbone=ResNet-18, Noise Scale (epsilon)=0.52026.01 | 156,947 | 52.25 | |
| LaDP-FLBackbone=ResNet-18, Noise Scale (epsilon)=0.32026.01 | 132,365 | — | |
| Sensitive DPBackbone=ResNet-18, Noise Scale (epsilon)=0.42026.01 | 95,468 | 4.74 | |
| LaDP-FLBackbone=ResNet-18, Noise Scale (epsilon)=0.42026.01 | 87,563 | — | |
| Sensitive DPBackbone=ResNet-18, Noise Scale (epsilon)=0.52026.01 | 53,997 | 4.74 | |
| LaDP-FLBackbone=ResNet-18, Noise Scale (epsilon)=0.52026.01 | 51,658 | — |