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Input Discrimination on MNIST DeepGini subsets

0.021Gini ImpurityDeepHyperion
0.014160.060330.10650.15267Sep 3, 2025
Updated 7mo ago

Evaluation results

MethodLinks
DeepHyperionModel Architecture=8-layer CNN2025.090.021
DeepHyperionModel Architecture=19-layer CNN2025.090.021
TopoMapModel Architecture=19-layer CNN2025.090.025
TopoMapModel Architecture=LeNet12025.090.027
DeepHyperionModel Architecture=LeNet12025.090.028
TopoMapModel Architecture=7-layer CNN2025.090.029
DeepHyperionModel Architecture=7-layer CNN2025.090.039
TopoMapModel Architecture=8-layer CNN2025.090.04
TopoMapModel Architecture=7-layer CNN2025.090.046
DeepHyperionModel Architecture=7-layer CNN2025.090.049
TopoMapModel Architecture=LeNet52025.090.052
DeepHyperionModel Architecture=LeNet52025.090.059
DeepHyperionModel Architecture=VGG112025.090.066
DeepHyperionModel Architecture=8-layer CNN2025.090.087
DeepHyperionModel Architecture=19-layer CNN2025.090.09
DeepHyperionModel Architecture=VGG112025.090.093
TopoMapModel Architecture=19-layer CNN2025.090.101
TopoMapModel Architecture=VGG112025.090.102
TopoMapModel Architecture=8-layer CNN2025.090.109
TopoMapModel Architecture=VGG112025.090.115
TopoMapModel Architecture=LeNet52025.090.131
TopoMapModel Architecture=LeNet12025.090.135
DeepHyperionModel Architecture=LeNet12025.090.184
DeepHyperionModel Architecture=LeNet52025.090.192