Image Classification on CIFAR-10 (Metrics MA, BA)
81.3Mean AccuracyMulti-Krum
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Multi-KrumFramework=Baseline, Attack=Gaussian Attack2025.12 | 81.3 | — | |
| FABAFramework=Baseline, Attack=Gaussian Attack2025.12 | 81.3 | — | |
| FABAFramework=Baseline, Attack=Label Flipping2025.12 | 81.2 | — | |
| Multi-KrumFramework=ABBR, Attack=Gaussian Attack2025.12 | 81.2 | — | |
| FABAFramework=ABBR, Attack=Gaussian Attack2025.12 | 81.2 | — | |
| Multi-KrumFramework=Baseline, Attack=Label Flipping2025.12 | 81.1 | — | |
| Multi-KrumFramework=ABBR, Attack=Label Flipping2025.12 | 81.1 | — | |
| FABAFramework=ABBR, Attack=Label Flipping2025.12 | 81.1 | — | |
| FLAMEFramework=ABBR, Attack=Gaussian Attack2025.12 | 81.1 | — | |
| FLAMEFramework=Baseline, Attack=Gaussian Attack2025.12 | 81 | — | |
| FLAMEFramework=ABBR, Attack=Label Flipping2025.12 | 80.7 | — | |
| FoolsGoldFramework=Baseline, Attack=Benign Setting2025.12 | 80.6 | — | |
| FLAMEFramework=Baseline, Attack=Label Flipping2025.12 | 80.6 | — | |
| FoolsGoldFramework=ABBR, Attack=Benign Setting2025.12 | 80.3 | — | |
| FABAFramework=Baseline, Attack=Constrain and Scale2025.12 | 80.2 | 2.2 | |
| Multi-KrumFramework=ABBR, Attack=Constrain and Scale2025.12 | 80.2 | 2.2 | |
| Multi-KrumFramework=Baseline, Attack=Constrain and Scale2025.12 | 80.1 | 2.1 | |
| FABAFramework=ABBR, Attack=Constrain and Scale2025.12 | 80 | 2.4 | |
| FLAMEFramework=ABBR, Attack=Constrain and Scale2025.12 | 80 | 1.9 | |
| Multi-KrumFramework=ABBR, Attack=DBA2025.12 | 80 | 2 | |
| FABAFramework=ABBR, Attack=DBA2025.12 | 80 | 2.1 | |
| Multi-KrumFramework=Baseline, Attack=DBA2025.12 | 79.9 | 2.1 | |
| FABAFramework=Baseline, Attack=DBA2025.12 | 79.9 | 2.1 | |
| FLAMEFramework=Baseline, Attack=Constrain and Scale2025.12 | 79.7 | 2.1 | |
| FLAMEFramework=ABBR, Attack=DBA2025.12 | 79.7 | 2.1 | |
| FoolsGoldFramework=ABBR, Attack=Label Flipping2025.12 | 79.7 | — | |
| FoolsGoldFramework=ABBR, Attack=Gaussian Attack2025.12 | 79.7 | — | |
| FoolsGoldFramework=Baseline, Attack=Label Flipping2025.12 | 79.5 | — | |
| FLAMEFramework=Baseline, Attack=DBA2025.12 | 79.4 | 2.2 | |
| Multi-KrumFramework=Baseline, Attack=Edge-Case2025.12 | 79.4 | 3 | |
| FABAFramework=Baseline, Attack=Edge-Case2025.12 | 79.4 | 3 | |
| Multi-KrumFramework=Baseline, Attack=PGD2025.12 | 79.4 | 3 | |
| FABAFramework=Baseline, Attack=PGD2025.12 | 79.4 | 3 | |
| Multi-KrumFramework=ABBR, Attack=Edge-Case2025.12 | 79.3 | 3 | |
| FABAFramework=ABBR, Attack=Edge-Case2025.12 | 79.3 | 3 | |
| Multi-KrumFramework=ABBR, Attack=PGD2025.12 | 79.3 | 3 | |
| FABAFramework=ABBR, Attack=PGD2025.12 | 79.3 | 3 | |
| FoolsGoldFramework=Baseline, Attack=Gaussian Attack2025.12 | 79.3 | — | |
| FoolsGoldFramework=ABBR, Attack=Constrain and Scale2025.12 | 79.1 | 2.7 | |
| FoolsGoldFramework=ABBR, Attack=DBA2025.12 | 79.1 | 5.2 | |
| FLAMEFramework=ABBR, Attack=Edge-Case2025.12 | 78.8 | 4 | |
| FLAMEFramework=ABBR, Attack=PGD2025.12 | 78.8 | 4 | |
| FoolsGoldFramework=ABBR, Attack=PGD2025.12 | 78.4 | 7.6 | |
| FoolsGoldFramework=ABBR, Attack=Edge-Case2025.12 | 78.3 | 9.1 | |
| Multi-KrumFramework=Baseline, Attack=Benign Setting2025.12 | 78.2 | — | |
| FLAMEFramework=Baseline, Attack=Edge-Case2025.12 | 78.2 | 4 | |
| FLAMEFramework=Baseline, Attack=PGD2025.12 | 78.2 | 4 | |
| Multi-KrumFramework=ABBR, Attack=Benign Setting2025.12 | 78 | — | |
| FLAMEFramework=Baseline, Attack=Benign Setting2025.12 | 77.9 | — | |
| FABAFramework=Baseline, Attack=Benign Setting2025.12 | 77.6 | — | |
| FABAFramework=ABBR, Attack=Benign Setting2025.12 | 77.2 | — | |
| FLAMEFramework=ABBR, Attack=Benign Setting2025.12 | 75.4 | — | |
| FoolsGoldFramework=Baseline, Attack=Constrain and Scale2025.12 | 74.7 | 92 | |
| FoolsGoldFramework=Baseline, Attack=PGD2025.12 | 68.9 | 64.2 | |
| FoolsGoldFramework=Baseline, Attack=Edge-Case2025.12 | 59 | 88.2 | |
| FoolsGoldFramework=Baseline, Attack=DBA2025.12 | 53.9 | 93 |