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ResearchFormerly WizWand

Image Classification on MNIST Centralized (test)

98.61AccuracyWFAgg
6.247630.226354.20578.1837Sep 26, 2024
Updated 4mo ago

Evaluation results

MethodLinks
WFAggAttack=No attack2024.0998.61
WFAgg-TAttack=ALIE2024.0998.59
WFAggAttack=LF2024.0998.53
Alt-WFAggAttack=No attack2024.0998.46
WFAggAttack=Noise2024.0998.44
WFAggAttack=IPM-1002024.0998.35
Alt-WFAggAttack=LF2024.0998.26
WFAggAttack=SF2024.0998.26
Alt-WFAggAttack=IPM-1002024.0998.24
Alt-WFAggAttack=IPM-0.52024.0998.21
Alt-WFAggAttack=SF2024.0998.2
WFAggAttack=ALIE2024.0998.2
KrumAttack=ALIE2024.0998.19
MedianAttack=IPM-1002024.0998.16
ClusteringAttack=IPM-1002024.0998.16
Trimmed-MeanAttack=Noise2024.0998.15
ClusteringAttack=SF2024.0998.14
ClusteringAttack=LF2024.0998.14
WFAgg-CAttack=IPM-0.52024.0998.14
WFAggAttack=IPM-0.52024.0998.13
WFAgg-DAttack=IPM-0.52024.0998.1
Alt-WFAggAttack=ALIE2024.0998.09
MeanAttack=No attack2024.0998.08
Trimmed-MeanAttack=LF2024.0998.08
MedianAttack=LF2024.0998.07
ClusteringAttack=No attack2024.0998.07
WFAgg-DAttack=Noise2024.0998.07
ClusteringAttack=ALIE2024.0998.06
WFAgg-CAttack=Noise2024.0998.06
Alt-WFAggAttack=Noise2024.0998.05
WFAgg-DAttack=SF2024.0998.04
WFAgg-DAttack=ALIE2024.0998.04
WFAgg-CAttack=LF2024.0998.02
MedianAttack=Noise2024.0998.01
MeanAttack=ALIE2024.0998
Trimmed-MeanAttack=No attack2024.0998
MedianAttack=No attack2024.0998
WFAgg-CAttack=ALIE2024.0998
MedianAttack=IPM-0.52024.0997.99
WFAgg-DAttack=LF2024.0997.99
Trimmed-MeanAttack=IPM-0.52024.0997.98
ClusteringAttack=IPM-0.52024.0997.98
WFAgg-CAttack=No attack2024.0997.98
Multi-KrumAttack=LF2024.0997.97
MedianAttack=ALIE2024.0997.95
Trimmed-MeanAttack=ALIE2024.0997.93
WFAgg-DAttack=No attack2024.0997.93
Multi-KrumAttack=SF2024.0997.92
WFAgg-EAttack=ALIE2024.0997.9
Trimmed-MeanAttack=SF2024.0997.89
WFAgg-CAttack=IPM-1002024.0997.89
MedianAttack=SF2024.0997.88
Multi-KrumAttack=IPM-1002024.0997.83
WFAgg-TAttack=No attack2024.0997.82
WFAgg-CAttack=SF2024.0997.77
Multi-KrumAttack=ALIE2024.0997.76
Trimmed-MeanAttack=IPM-1002024.0997.73
WFAgg-EAttack=No attack2024.0997.72
Multi-KrumAttack=No attack2024.0997.71
WFAgg-DAttack=IPM-1002024.0997.71
Multi-KrumAttack=IPM-0.52024.0997.7
Multi-KrumAttack=Noise2024.0997.66
WFAgg-TAttack=LF2024.0997.5
WFAgg-EAttack=LF2024.0997.46
WFAgg-EAttack=IPM-0.52024.0997.24
MeanAttack=IPM-0.52024.0997.22
MeanAttack=LF2024.0997.1
KrumAttack=Noise2024.0997.08
MeanAttack=SF2024.0997
WFAgg-TAttack=SF2024.0996.94
ClusteringAttack=Noise2024.0996.86
KrumAttack=No attack2024.0996.71
WFAgg-EAttack=SF2024.0996.57
KrumAttack=IPM-0.52024.0996.12
KrumAttack=IPM-1002024.0995.87
KrumAttack=LF2024.0995.53
KrumAttack=SF2024.0995.42
WFAgg-EAttack=Noise2024.0912.35
MeanAttack=Noise2024.0911.45
WFAgg-TAttack=Noise2024.0911.35
WFAgg-TAttack=IPM-0.52024.0911.35
WFAgg-EAttack=IPM-1002024.0910.87
MeanAttack=IPM-1002024.099.8
WFAgg-TAttack=IPM-1002024.099.8