Image Classification on CIFAR10 (test) (Accuracy, Resource Usage, and Convergence)
75.97AccuracyCosine
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CosineTotal Clients=50, Privacy Budget (epsilon)=10^4, b_min=82026.04 | 75.97 | 7.59 | 870 | |
| INT8Total Clients=50, Privacy Budget (epsilon)=10^42026.04 | 75.76 | 3.03 | 900 | |
| INT16Total Clients=50, Privacy Budget (epsilon)=10^42026.04 | 75.74 | 6.07 | 900 | |
| DynamicTotal Clients=50, Privacy Budget (epsilon)=10^4, b_min=8, lambda_h=0.752026.04 | 75.66 | 6.86 | 900 | |
| FP32Total Clients=50, Privacy Budget (epsilon)=10^42026.04 | 75.46 | 12.13 | 990 | |
| FP32Total Clients=100, Privacy Budget (epsilon)=10^42026.04 | 73.11 | 24.27 | 970 | |
| INT8Total Clients=100, Privacy Budget (epsilon)=10^42026.04 | 72.7 | 6.07 | 970 | |
| INT16Total Clients=100, Privacy Budget (epsilon)=10^42026.04 | 72.67 | 12.13 | 970 | |
| DynamicTotal Clients=100, Privacy Budget (epsilon)=10^4, b_min=8, lambda_h=0.752026.04 | 72.5 | 13.68 | 640 | |
| CosineTotal Clients=100, Privacy Budget (epsilon)=10^4, b_min=82026.04 | 72.34 | 15.18 | 970 | |
| INT8Total Clients=200, Privacy Budget (epsilon)=10^42026.04 | 65.24 | 12.13 | 790 | |
| CosineTotal Clients=200, Privacy Budget (epsilon)=10^4, b_min=82026.04 | 65.19 | 30.35 | 760 | |
| INT16Total Clients=200, Privacy Budget (epsilon)=10^42026.04 | 64.85 | 24.27 | 510 | |
| DynamicTotal Clients=200, Privacy Budget (epsilon)=10^4, b_min=8, lambda_h=0.752026.04 | 64.35 | 27.13 | 890 | |
| FP32Total Clients=200, Privacy Budget (epsilon)=10^42026.04 | 63.23 | 48.53 | 900 | |
| CosineTotal Clients=1000, Privacy Budget (epsilon)=10^6, b_min=82026.04 | 59.54 | 151.76 | 920 | |
| DynamicTotal Clients=1000, Privacy Budget (epsilon)=10^6, b_min=8, lambda_h=0.752026.04 | 59.51 | 133.32 | 930 | |
| INT16Total Clients=1000, Privacy Budget (epsilon)=10^62026.04 | 59.49 | 121.34 | 999 | |
| FP32Total Clients=1000, Privacy Budget (epsilon)=10^62026.04 | 59.35 | 242.67 | 920 | |
| INT8Total Clients=1000, Privacy Budget (epsilon)=10^62026.04 | 59.33 | 60.67 | 999 | |
| INT4Total Clients=50, Privacy Budget (epsilon)=10^42026.04 | 50.56 | 1.52 | 340 | |
| INT4Total Clients=100, Privacy Budget (epsilon)=10^42026.04 | 46.31 | 3.03 | 140 | |
| INT4Total Clients=200, Privacy Budget (epsilon)=10^42026.04 | 41.74 | 6.07 | 50 | |
| INT4Total Clients=1000, Privacy Budget (epsilon)=10^62026.04 | 34.41 | 30.33 | 240 |