Byzantine-robust Federated Learning on CIFAR-10 (test)
51.1427Adaptive SteerDnC-PMF
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DnC-PMFattacker_count=22025.12 | 51.1427 | 49.8391 | 50.4727 | 50.8836 | 51.64 | 51.1864 | 50.9018 | 50.8673 | |
| MultiKrumattacker_count=22025.12 | 50.9555 | 47.4682 | 50.4355 | 50.8391 | 51.6655 | 50.6691 | 50.8864 | 50.417 | |
| SpectralKrumattacker_count=22025.12 | 49.7164 | 47.5145 | 38.9818 | 48.7055 | 44.4955 | 47.1764 | 49.7318 | 46.4317 | |
| TrimmedMeanattacker_count=22025.12 | 45.2473 | 53.1673 | 55.7927 | 51.7682 | 55.1891 | 55.4691 | 49.0585 | 52.3549 | |
| Bulyanattacker_count=22025.12 | 40.7727 | 33.7527 | 37.2818 | 41.4727 | 38.9691 | 42.52 | 41.3651 | 39.4596 | |
| GeometricMedianattacker_count=22025.12 | 39.5818 | 54.6645 | 57.1027 | 56.4127 | 57.8 | 57.5309 | 52.0718 | 53.138 | |
| CoordMedianattacker_count=22025.12 | 35.7364 | 44.8918 | 47.7245 | 45.4373 | 47.9509 | 48.4664 | 43.5873 | 44.8273 | |
| FullKrumattacker_count=22025.12 | 26.3655 | 27.3945 | 27.2727 | 26.4182 | 26.7818 | 27.8309 | 26.3891 | 26.3793 | |
| DnC-Clusterattacker_count=22025.12 | 24.7427 | 47.1036 | 50.3664 | 47.12 | 46.5409 | 52.4809 | 19.7309 | 39.7654 |