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ResearchFormerly WizWand

Classification on CIFAR

16.75Error Rate (%)BN
13.8233.597553.37573.1525Oct 17, 2015
Updated 8mo ago

Evaluation results

MethodLinks
BNBatch Normalization=true2015.1016.75
BN+BMBatch Normalization=true, Batch Manhattan=true2015.1017.94
brSF+BN+BMFeedback=Biased Random Sign-concordant, Batch Normalization=true, Batch Manhattan=true2015.1018.44
frSF+BN+BMFeedback=Fixed Random Sign-concordant, Batch Normalization=true, Batch Manhattan=true2015.1019.02
uSF+BN+BMFeedback=Uniform Sign-concordant, Batch Normalization=true, Batch Manhattan=true2015.1019.29
uSF+BNFeedback=Uniform Sign-concordant, Batch Normalization=true2015.1019.48
SGDOptimizer=SGD2015.1022.73
BMBatch Manhattan=true2015.1023.98
uSF+BMFeedback=Uniform Sign-concordant, Batch Manhattan=true2015.1026.25
NuSFFeedback=Normalized uSF2015.1040.6
uSFFeedback=Uniform Sign-concordant2015.1090