Inference Attack on Federated Learning environments Unauthorized Access (test)
8.6Inference Attack AccuracyFedAdam
Evaluation results
| Method | Links | |
|---|---|---|
| FedAdamClient=12026.02 | 8.6 | |
| FedAdamClient=32026.02 | 8.14 | |
| SecureGateClient=82026.02 | 7.79 | |
| FedAvgMClient=92026.02 | 7.69 | |
| FedYogiClient=102026.02 | 7.61 | |
| FedAvgClient=72026.02 | 7.45 | |
| FedAdagradClient=52026.02 | 7.23 | |
| FedAvgClient=62026.02 | 6.98 | |
| FedAvgClient=42026.02 | 6.82 | |
| FedAvgMClient=62026.02 | 6.74 | |
| FedYogiClient=12026.02 | 6.67 | |
| FedAdagradClient=92026.02 | 6.33 | |
| FedAdamClient=52026.02 | 6.32 | |
| FedAdagradClient=82026.02 | 6.25 | |
| FedAvgMClient=102026.02 | 6.25 | |
| FedAvgClient=22026.02 | 5.81 | |
| FedAdamClient=Average2026.02 | 5.77 | |
| FedAdamClient=22026.02 | 5.75 | |
| FedAvgMClient=22026.02 | 5.75 | |
| FedAdamClient=42026.02 | 5.75 | |
| SecureGateClient=72026.02 | 5.75 | |
| SecureGateClient=22026.02 | 5.56 | |
| FedAdamClient=102026.02 | 5.56 | |
| FedAvgClient=92026.02 | 5.38 | |
| FedAdamClient=92026.02 | 5.21 | |
| FedAvgClient=Average2026.02 | 5.19 | |
| SecureGateClient=42026.02 | 4.94 | |
| FedYogiClient=22026.02 | 4.88 | |
| FedAdagradClient=12026.02 | 4.82 | |
| FedAdagradClient=72026.02 | 4.71 | |
| FedAdagradClient=22026.02 | 4.65 | |
| SecureGateClient=32026.02 | 4.65 | |
| FedAvgClient=102026.02 | 4.65 | |
| FedAvgClient=12026.02 | 4.6 | |
| FedYogiClient=92026.02 | 4.6 | |
| FedAvgClient=52026.02 | 4.55 | |
| FedAvgClient=82026.02 | 4.55 | |
| FedAdamClient=82026.02 | 4.55 | |
| FedAdagradClient=Average2026.02 | 4.52 | |
| FedAdamClient=62026.02 | 4.35 | |
| SecureGateClient=Average2026.02 | 4.2 | |
| FedAvgMClient=Average2026.02 | 3.92 | |
| SecureGateClient=62026.02 | 3.8 | |
| FedAdagradClient=42026.02 | 3.75 | |
| FedYogiClient=Average2026.02 | 3.73 | |
| SecureGateClient=12026.02 | 3.61 | |
| FedYogiClient=42026.02 | 3.49 | |
| FedYogiClient=62026.02 | 3.45 | |
| FedAdamClient=72026.02 | 3.45 | |
| FedAvgMClient=12026.02 | 3.16 | |
| FedAvgMClient=72026.02 | 3.09 | |
| FedAdagradClient=62026.02 | 2.67 | |
| FedAdagradClient=102026.02 | 2.44 | |
| SecureGateClient=102026.02 | 2.44 | |
| FedAdagradClient=32026.02 | 2.33 | |
| SecureGateClient=52026.02 | 2.22 | |
| FedYogiClient=52026.02 | 2.2 | |
| FedAvgMClient=42026.02 | 2.17 | |
| FedYogiClient=72026.02 | 2.13 | |
| FedAvgMClient=52026.02 | 2.11 | |
| SecureGateClient=92026.02 | 1.22 | |
| FedAvgClient=32026.02 | 1.15 | |
| FedYogiClient=32026.02 | 1.15 | |
| FedAvgMClient=32026.02 | 1.12 | |
| FedYogiClient=82026.02 | 1.11 | |
| FedAvgMClient=82026.02 | 1.05 |