Image Classification on CIFAR-100 alpha=0.3 (test)
75.7Logit FlippingRA-Mean
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| RA-MeanAggregation=Mean, Randomized ablation (RA)=true, n (clients)=17, f (adversaries)=42025.09 | 75.7 | 69 | 55.8 | 56.5 | 49.1 | 49.1 | |
| DeepSet-TMAggregation=DeepSet-TM, Randomized ablation (RA)=false, n (clients)=17, f (adversaries)=42025.09 | 75.7 | 71.9 | 72.2 | 72.5 | 56.7 | 56.7 | |
| MeanAggregation=Mean, Randomized ablation (RA)=false, n (clients)=17, f (adversaries)=42025.09 | 75.6 | 69.1 | 57 | 56.8 | 44.5 | 44.5 | |
| RA-CWTMAggregation=CWTM, Randomized ablation (RA)=true, n (clients)=17, f (adversaries)=42025.09 | 69.8 | 68.2 | 71.2 | 71.5 | 49.9 | 49.9 | |
| DS-RAAggregation=DeepSet (RA), Randomized ablation (RA)=true, n (clients)=17, f (adversaries)=42025.09 | 69.2 | 68.4 | 59.5 | 59.3 | 54.2 | 54.2 | |
| CWTMAggregation=CWTM, Randomized ablation (RA)=false, n (clients)=17, f (adversaries)=42025.09 | 69.1 | 65.8 | 69.1 | 69.1 | 49.6 | 49.6 | |
| CWMedAggregation=CWMed, Randomized ablation (RA)=false, n (clients)=17, f (adversaries)=42025.09 | 55.1 | 51.8 | 55.9 | 55.8 | 50.7 | 50.7 | |
| RA-CWMedAggregation=CWMed, Randomized ablation (RA)=true, n (clients)=17, f (adversaries)=42025.09 | 54.7 | 49.9 | 53.4 | 54.8 | 53.9 | 49.9 |