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ResearchFormerly WizWand

Image Classification on MNIST Decentralized 1 m.n. (test)

97.23AccuracyMulti-Krum
6.968430.401753.83577.2683Sep 26, 2024
Updated 4mo ago

Evaluation results

MethodLinks
Multi-KrumAttack=ALIE2024.0997.23
Multi-KrumAttack=SF2024.0997.17
WFAggAttack=SF2024.0997.13
WFAgg-DAttack=No attack2024.0997.1
WFAgg-CAttack=ALIE2024.0997.1
WFAgg-EAttack=No attack2024.0997.1
Alt-WFAggAttack=No attack2024.0997.1
MeanAttack=LF2024.0997.07
WFAgg-DAttack=IPM-1002024.0997.07
WFAggAttack=ALIE2024.0997.03
Multi-KrumAttack=No attack2024.0997
Multi-KrumAttack=LF2024.0996.97
MeanAttack=ALIE2024.0996.93
KrumAttack=ALIE2024.0996.93
Multi-KrumAttack=IPM-1002024.0996.93
WFAggAttack=LF2024.0996.93
WFAggAttack=IPM-1002024.0996.93
MeanAttack=No attack2024.0996.9
WFAgg-DAttack=SF2024.0996.9
WFAgg-CAttack=No attack2024.0996.9
WFAgg-CAttack=IPM-0.52024.0996.9
WFAgg-EAttack=LF2024.0996.9
Alt-WFAggAttack=IPM-0.52024.0996.9
WFAgg-DAttack=LF2024.0996.87
Alt-WFAggAttack=SF2024.0996.87
Trimmed-MeanAttack=ALIE2024.0996.83
Alt-WFAggAttack=ALIE2024.0996.83
WFAgg-DAttack=IPM-0.52024.0996.8
WFAgg-CAttack=LF2024.0996.8
WFAgg-TAttack=ALIE2024.0996.8
Trimmed-MeanAttack=No attack2024.0996.77
ClusteringAttack=ALIE2024.0996.77
MedianAttack=SF2024.0996.733
MedianAttack=No attack2024.0996.73
MedianAttack=Noise2024.0996.73
ClusteringAttack=No attack2024.0996.73
Alt-WFAggAttack=Noise2024.0996.73
Alt-WFAggAttack=IPM-1002024.0996.73
WFAggAttack=IPM-0.52024.0996.7
MedianAttack=ALIE2024.0996.67
KrumAttack=SF2024.0996.67
Multi-KrumAttack=Noise2024.0996.67
WFAgg-DAttack=ALIE2024.0996.67
ClusteringAttack=SF2024.0996.63
WFAgg-CAttack=IPM-1002024.0996.63
ClusteringAttack=IPM-1002024.0996.57
WFAgg-EAttack=ALIE2024.0996.57
Alt-WFAggAttack=LF2024.0996.57
WFAggAttack=Noise2024.0996.57
MedianAttack=LF2024.0996.53
WFAgg-DAttack=Noise2024.0996.53
KrumAttack=No attack2024.0996.47
ClusteringAttack=IPM-0.52024.0996.43
WFAggAttack=No attack2024.0996.4
MedianAttack=IPM-1002024.0996.33
Trimmed-MeanAttack=IPM-0.52024.0996.3
WFAgg-CAttack=SF2024.0996.3
WFAgg-TAttack=No attack2024.0996.3
KrumAttack=Noise2024.0996.23
WFAgg-TAttack=LF2024.0996.13
WFAgg-EAttack=IPM-0.52024.0996.1
MeanAttack=IPM-0.52024.0996.07
WFAgg-EAttack=SF2024.0996.03
WFAgg-TAttack=IPM-0.52024.0995.97
Trimmed-MeanAttack=LF2024.0995.83
KrumAttack=IPM-1002024.0995.83
MeanAttack=SF2024.0995.77
Trimmed-MeanAttack=SF2024.0995.7
MedianAttack=IPM-0.52024.0995.7
KrumAttack=LF2024.0995.53
WFAgg-TAttack=SF2024.0995.4
Multi-KrumAttack=IPM-0.52024.0995.33
ClusteringAttack=LF2024.0995.3
WFAgg-CAttack=Noise2024.0977.97
MeanAttack=Noise2024.0912
Trimmed-MeanAttack=Noise2024.0911.97
KrumAttack=IPM-0.52024.0911.57
WFAgg-TAttack=Noise2024.0911.57
WFAgg-EAttack=Noise2024.0911.13
MeanAttack=IPM-1002024.0910.5
Trimmed-MeanAttack=IPM-1002024.0910.5
WFAgg-TAttack=IPM-1002024.0910.5
WFAgg-EAttack=IPM-1002024.0910.5
ClusteringAttack=Noise2024.0910.44