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Results

Dataset Source Surrogate Attack Policy Attack Type Test Acc Delta Acc
CIFAR 10 ResNet18 LeNet5 Batch Reordering Low - High 74% -16.3%
CIFAR 10 ResNet18 LeNet5 Batch Reordering High - Low 78% -12.3%
CIFAR 10 ResNet18 LeNet5 Batch Reordering Oscillation Inward 77% -13.3%
CIFAR 10 ResNet18 LeNet5 Batch Reordering Oscillation outward 82% -8.3%
CIFAR 10 ResNet18 LeNet5 Batch Reshuffling Low - High 37.2% -62.1%
CIFAR 10 ResNet18 LeNet5 Batch Reshuffling High - Low 31.5% -58.8%
CIFAR 10 ResNet18 LeNet5 Batch Reshuffling Oscillation Inward 28.2% -62.1%
CIFAR10 ResNet18 LeNet5 Batch Reshuffling Oscillation outward 30.3% -60.0%
Dataset Source Surrogate Attack Policy Attack Type Test Acc Delta Acc
CIFAR 100 ResNet50 MobileNet Batch Reordering Low - High 71% -3%
CIFAR 100 ResNet50 MobileNet Batch Reordering High - Low 65% -9%
CIFAR 100 ResNet50 MobileNet Batch Reordering Oscillation Inward 70% -4%
CIFAR 100 ResNet50 MobileNet Batch Reordering Oscillation outward 70% -4.0%
CIFAR 100 ResNet50 MobileNet Batch Reshuffling Low - High 5% -69%
CIFAR 100 ResNet50 MobileNet Batch Reshuffling High - Low 8% -66%
CIFAR 100 ResNet50 MobileNet Batch Reshuffling Oscillation Inward 32% -43%
CIFAR100 ResNet50 MobileNet Batch Reshuffling Oscillation outward 9% -65%
Dataset Source Surrogate Attack Policy Attack Type Test Acc
SVHN VIT-b-16 LeNet5 Baseline- N/A -Baseline N/A 82.76%
Dataset Source Surrogate Attack Policy Attack Type Test Acc
SVHN VIT-b-16 LeNet5 Batch Reordering Low - High 76.1%
SVHN VIT-b-16 LeNet5 Batch Reordering High - Low 78.45%
SVHN VIT-b-16 LeNet5 Batch Reordering Oscillations Inward 54.8
SVHN VIT-b-16 LeNet5 Batch Reordering Oscillations Outward 54.6

Ref: https://gist.github.com/nikogamulin/7774e0e3988305a78fd73e1c4364aded Ref : https://blog.paperspace.com/writing-lenet5-from-scratch-in-python/

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