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ResearchFormerly WizWand

Data Attribution on CIFAR-10

6.76AUCFFC
-0.22881.58563.45.2144Nov 27, 2024
Updated 4mo ago

Evaluation results

MethodLinks
FFCArchitecture=VGG2024.116.76——
FFCArchitecture=ResNet2024.116.59——
EnergyArchitecture=ResNet2024.116.34——
EnergyArchitecture=VGG2024.116.26——
Grad-CAMArchitecture=VGG, Domain=FFT2024.113.35——
Grad-CAMArchitecture=VGG, Domain=IFFT2024.113.35——
Grad-CAMArchitecture=ResNet, Domain=FFT2024.113.23——
Grad-CAMArchitecture=ResNet, Domain=IFFT2024.113.23——
Full-GradArchitecture=ResNet, Domain=FFT2024.113.19——
Full-GradArchitecture=ResNet, Domain=IFFT2024.113.19——
Full-GradArchitecture=VGG, Domain=FFT2024.113.13——
Full-GradArchitecture=VGG, Domain=IFFT2024.113.13——
Full-GradArchitecture=VGG, Domain=Spatial2024.113——
Full-GradArchitecture=ResNet, Domain=Spatial2024.112.87——
Sorted FreqArchitecture=ResNet2024.112.79——
IGArchitecture=ResNet, Domain=Spatial2024.112.62——
Sorted FreqArchitecture=VGG2024.112.37——
Input-GradArchitecture=ResNet, Domain=FFT2024.112.34——
Input-GradArchitecture=ResNet, Domain=IFFT2024.112.34——
Grad-CAMArchitecture=ResNet, Domain=Spatial2024.112.13——
Input-GradArchitecture=VGG, Domain=FFT2024.112.13——
Input-GradArchitecture=VGG, Domain=IFFT2024.112.13——
IGArchitecture=VGG, Domain=Spatial2024.111.95——
Smooth-GradArchitecture=ResNet, Domain=FFT2024.111.36——
Smooth-GradArchitecture=VGG, Domain=FFT2024.111.36——
Smooth-GradArchitecture=ResNet, Domain=IFFT2024.111.36——
Smooth-GradArchitecture=VGG, Domain=IFFT2024.111.36——
Smooth-GradArchitecture=ResNet, Domain=Spatial2024.110.84——
Smooth-GradArchitecture=VGG, Domain=Spatial2024.110.77——
IGArchitecture=ResNet, Domain=FFT2024.110.71——
IGArchitecture=ResNet, Domain=IFFT2024.110.71——
IGArchitecture=VGG, Domain=FFT2024.110.46——
IGArchitecture=VGG, Domain=IFFT2024.110.46——
Input-GradArchitecture=ResNet, Domain=Spatial2024.110.19——
Input-GradArchitecture=VGG, Domain=Spatial2024.110.07——
Grad-CAMArchitecture=VGG, Domain=Spatial2024.110.04——
Attack FreeBackbone=ResNet-182026.05—0.054710
Attack FreeBackbone=WRN-28-102026.05—0.000110
Attack FreeBackbone=VGG16_BN2026.05—010
Free RiderBackbone=ResNet-182026.05—0.08028
Free RiderBackbone=WRN-28-102026.05—0.000110
Free RiderBackbone=VGG16_BN2026.05—0.04689
Label FlippingBackbone=ResNet-182026.05—0.05918
Label FlippingBackbone=WRN-28-102026.05—0.000110
Label FlippingBackbone=VGG16_BN2026.05—0.04548
Latent OptimizationBackbone=ResNet-182026.05—0.16822
Latent OptimizationBackbone=WRN-28-102026.05—0.07616
Latent OptimizationBackbone=VGG16_BN2026.05—0.1164
Random NoiseBackbone=ResNet-182026.05—0.007410
Random NoiseBackbone=WRN-28-102026.05—0.000110
Random NoiseBackbone=VGG16_BN2026.05—0.04968