Image Classification on MNIST Centralized (test)
98.61AccuracyWFAgg
Evaluation Results
| Method | Links | |
|---|---|---|
| WFAggAttack=No attack2024.09 | 98.61 | |
| WFAgg-TAttack=ALIE2024.09 | 98.59 | |
| WFAggAttack=LF2024.09 | 98.53 | |
| Alt-WFAggAttack=No attack2024.09 | 98.46 | |
| WFAggAttack=Noise2024.09 | 98.44 | |
| WFAggAttack=IPM-1002024.09 | 98.35 | |
| Alt-WFAggAttack=LF2024.09 | 98.26 | |
| WFAggAttack=SF2024.09 | 98.26 | |
| Alt-WFAggAttack=IPM-1002024.09 | 98.24 | |
| Alt-WFAggAttack=IPM-0.52024.09 | 98.21 | |
| Alt-WFAggAttack=SF2024.09 | 98.2 | |
| WFAggAttack=ALIE2024.09 | 98.2 | |
| KrumAttack=ALIE2024.09 | 98.19 | |
| MedianAttack=IPM-1002024.09 | 98.16 | |
| ClusteringAttack=IPM-1002024.09 | 98.16 | |
| Trimmed-MeanAttack=Noise2024.09 | 98.15 | |
| ClusteringAttack=SF2024.09 | 98.14 | |
| ClusteringAttack=LF2024.09 | 98.14 | |
| WFAgg-CAttack=IPM-0.52024.09 | 98.14 | |
| WFAggAttack=IPM-0.52024.09 | 98.13 | |
| WFAgg-DAttack=IPM-0.52024.09 | 98.1 | |
| Alt-WFAggAttack=ALIE2024.09 | 98.09 | |
| MeanAttack=No attack2024.09 | 98.08 | |
| Trimmed-MeanAttack=LF2024.09 | 98.08 | |
| MedianAttack=LF2024.09 | 98.07 | |
| ClusteringAttack=No attack2024.09 | 98.07 | |
| WFAgg-DAttack=Noise2024.09 | 98.07 | |
| ClusteringAttack=ALIE2024.09 | 98.06 | |
| WFAgg-CAttack=Noise2024.09 | 98.06 | |
| Alt-WFAggAttack=Noise2024.09 | 98.05 | |
| WFAgg-DAttack=SF2024.09 | 98.04 | |
| WFAgg-DAttack=ALIE2024.09 | 98.04 | |
| WFAgg-CAttack=LF2024.09 | 98.02 | |
| MedianAttack=Noise2024.09 | 98.01 | |
| MeanAttack=ALIE2024.09 | 98 | |
| Trimmed-MeanAttack=No attack2024.09 | 98 | |
| MedianAttack=No attack2024.09 | 98 | |
| WFAgg-CAttack=ALIE2024.09 | 98 | |
| MedianAttack=IPM-0.52024.09 | 97.99 | |
| WFAgg-DAttack=LF2024.09 | 97.99 | |
| Trimmed-MeanAttack=IPM-0.52024.09 | 97.98 | |
| ClusteringAttack=IPM-0.52024.09 | 97.98 | |
| WFAgg-CAttack=No attack2024.09 | 97.98 | |
| Multi-KrumAttack=LF2024.09 | 97.97 | |
| MedianAttack=ALIE2024.09 | 97.95 | |
| Trimmed-MeanAttack=ALIE2024.09 | 97.93 | |
| WFAgg-DAttack=No attack2024.09 | 97.93 | |
| Multi-KrumAttack=SF2024.09 | 97.92 | |
| WFAgg-EAttack=ALIE2024.09 | 97.9 | |
| Trimmed-MeanAttack=SF2024.09 | 97.89 | |
| WFAgg-CAttack=IPM-1002024.09 | 97.89 | |
| MedianAttack=SF2024.09 | 97.88 | |
| Multi-KrumAttack=IPM-1002024.09 | 97.83 | |
| WFAgg-TAttack=No attack2024.09 | 97.82 | |
| WFAgg-CAttack=SF2024.09 | 97.77 | |
| Multi-KrumAttack=ALIE2024.09 | 97.76 | |
| Trimmed-MeanAttack=IPM-1002024.09 | 97.73 | |
| WFAgg-EAttack=No attack2024.09 | 97.72 | |
| Multi-KrumAttack=No attack2024.09 | 97.71 | |
| WFAgg-DAttack=IPM-1002024.09 | 97.71 | |
| Multi-KrumAttack=IPM-0.52024.09 | 97.7 | |
| Multi-KrumAttack=Noise2024.09 | 97.66 | |
| WFAgg-TAttack=LF2024.09 | 97.5 | |
| WFAgg-EAttack=LF2024.09 | 97.46 | |
| WFAgg-EAttack=IPM-0.52024.09 | 97.24 | |
| MeanAttack=IPM-0.52024.09 | 97.22 | |
| MeanAttack=LF2024.09 | 97.1 | |
| KrumAttack=Noise2024.09 | 97.08 | |
| MeanAttack=SF2024.09 | 97 | |
| WFAgg-TAttack=SF2024.09 | 96.94 | |
| ClusteringAttack=Noise2024.09 | 96.86 | |
| KrumAttack=No attack2024.09 | 96.71 | |
| WFAgg-EAttack=SF2024.09 | 96.57 | |
| KrumAttack=IPM-0.52024.09 | 96.12 | |
| KrumAttack=IPM-1002024.09 | 95.87 | |
| KrumAttack=LF2024.09 | 95.53 | |
| KrumAttack=SF2024.09 | 95.42 | |
| WFAgg-EAttack=Noise2024.09 | 12.35 | |
| MeanAttack=Noise2024.09 | 11.45 | |
| WFAgg-TAttack=Noise2024.09 | 11.35 | |
| WFAgg-TAttack=IPM-0.52024.09 | 11.35 | |
| WFAgg-EAttack=IPM-1002024.09 | 10.87 | |
| MeanAttack=IPM-1002024.09 | 9.8 | |
| WFAgg-TAttack=IPM-1002024.09 | 9.8 |