Data Attribution on CIFAR-10
6.76AUCFFC
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FFCArchitecture=VGG2024.11 | 6.76 | — | — | |
| FFCArchitecture=ResNet2024.11 | 6.59 | — | — | |
| EnergyArchitecture=ResNet2024.11 | 6.34 | — | — | |
| EnergyArchitecture=VGG2024.11 | 6.26 | — | — | |
| Grad-CAMArchitecture=VGG, Domain=FFT2024.11 | 3.35 | — | — | |
| Grad-CAMArchitecture=VGG, Domain=IFFT2024.11 | 3.35 | — | — | |
| Grad-CAMArchitecture=ResNet, Domain=FFT2024.11 | 3.23 | — | — | |
| Grad-CAMArchitecture=ResNet, Domain=IFFT2024.11 | 3.23 | — | — | |
| Full-GradArchitecture=ResNet, Domain=FFT2024.11 | 3.19 | — | — | |
| Full-GradArchitecture=ResNet, Domain=IFFT2024.11 | 3.19 | — | — | |
| Full-GradArchitecture=VGG, Domain=FFT2024.11 | 3.13 | — | — | |
| Full-GradArchitecture=VGG, Domain=IFFT2024.11 | 3.13 | — | — | |
| Full-GradArchitecture=VGG, Domain=Spatial2024.11 | 3 | — | — | |
| Full-GradArchitecture=ResNet, Domain=Spatial2024.11 | 2.87 | — | — | |
| Sorted FreqArchitecture=ResNet2024.11 | 2.79 | — | — | |
| IGArchitecture=ResNet, Domain=Spatial2024.11 | 2.62 | — | — | |
| Sorted FreqArchitecture=VGG2024.11 | 2.37 | — | — | |
| Input-GradArchitecture=ResNet, Domain=FFT2024.11 | 2.34 | — | — | |
| Input-GradArchitecture=ResNet, Domain=IFFT2024.11 | 2.34 | — | — | |
| Grad-CAMArchitecture=ResNet, Domain=Spatial2024.11 | 2.13 | — | — | |
| Input-GradArchitecture=VGG, Domain=FFT2024.11 | 2.13 | — | — | |
| Input-GradArchitecture=VGG, Domain=IFFT2024.11 | 2.13 | — | — | |
| IGArchitecture=VGG, Domain=Spatial2024.11 | 1.95 | — | — | |
| Smooth-GradArchitecture=ResNet, Domain=FFT2024.11 | 1.36 | — | — | |
| Smooth-GradArchitecture=VGG, Domain=FFT2024.11 | 1.36 | — | — | |
| Smooth-GradArchitecture=ResNet, Domain=IFFT2024.11 | 1.36 | — | — | |
| Smooth-GradArchitecture=VGG, Domain=IFFT2024.11 | 1.36 | — | — | |
| Smooth-GradArchitecture=ResNet, Domain=Spatial2024.11 | 0.84 | — | — | |
| Smooth-GradArchitecture=VGG, Domain=Spatial2024.11 | 0.77 | — | — | |
| IGArchitecture=ResNet, Domain=FFT2024.11 | 0.71 | — | — | |
| IGArchitecture=ResNet, Domain=IFFT2024.11 | 0.71 | — | — | |
| IGArchitecture=VGG, Domain=FFT2024.11 | 0.46 | — | — | |
| IGArchitecture=VGG, Domain=IFFT2024.11 | 0.46 | — | — | |
| Input-GradArchitecture=ResNet, Domain=Spatial2024.11 | 0.19 | — | — | |
| Input-GradArchitecture=VGG, Domain=Spatial2024.11 | 0.07 | — | — | |
| Grad-CAMArchitecture=VGG, Domain=Spatial2024.11 | 0.04 | — | — | |
| Attack FreeBackbone=ResNet-182026.05 | — | 0.0547 | 10 | |
| Attack FreeBackbone=WRN-28-102026.05 | — | 0.0001 | 10 | |
| Attack FreeBackbone=VGG16_BN2026.05 | — | 0 | 10 | |
| Free RiderBackbone=ResNet-182026.05 | — | 0.0802 | 8 | |
| Free RiderBackbone=WRN-28-102026.05 | — | 0.0001 | 10 | |
| Free RiderBackbone=VGG16_BN2026.05 | — | 0.0468 | 9 | |
| Label FlippingBackbone=ResNet-182026.05 | — | 0.0591 | 8 | |
| Label FlippingBackbone=WRN-28-102026.05 | — | 0.0001 | 10 | |
| Label FlippingBackbone=VGG16_BN2026.05 | — | 0.0454 | 8 | |
| Latent OptimizationBackbone=ResNet-182026.05 | — | 0.1682 | 2 | |
| Latent OptimizationBackbone=WRN-28-102026.05 | — | 0.0761 | 6 | |
| Latent OptimizationBackbone=VGG16_BN2026.05 | — | 0.116 | 4 | |
| Random NoiseBackbone=ResNet-182026.05 | — | 0.0074 | 10 | |
| Random NoiseBackbone=WRN-28-102026.05 | — | 0.0001 | 10 | |
| Random NoiseBackbone=VGG16_BN2026.05 | — | 0.0496 | 8 |