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ResearchFormerly WizWand

Feature Inversion on CIFAR-100

69.8SSIMUpConvNet
-2.5798416.2110835.00253.79292Sep 26, 2025Nov 1, 2025Dec 7, 2025Jan 12, 2026Feb 17, 2026Mar 25, 2026Apr 30, 2026
Updated 3mo ago

Evaluation results

MethodLinks
UpConvNetBackbone=ResNet-502026.0469.862.8———
Adjoint InversionBackbone=ResNet-502026.0467.685.4———
UpConvNetBackbone=DenseNet-1212026.0467.475.4———
UpConvNetBackbone=ResNet-182026.0463.473.8———
Adjoint InversionBackbone=DenseNet-1212026.0440.494.6———
Adjoint InversionBackbone=ResNet-182026.0436.893.8———
MahendranBackbone=ResNet-502026.0413.8136.4———
RobustBackbone=DenseNet-1212026.0410.1143———
MahendranBackbone=DenseNet-1212026.049.8142.7———
RobustBackbone=ResNet-502026.048.7142.7———
RobustBackbone=ResNet-182026.047.4165.4———
MahendranBackbone=ResNet-182026.047.3164———
Vanilla GradientBackbone=ResNet-502026.044.5140.8———
Vanilla GradientBackbone=DenseNet-1212026.044.1144.6———
Vanilla GradientBackbone=ResNet-182026.042173———
NL-SMEE (local epoch)=20, N (local data size)=50, B (batch size)=10, T (total local steps)=1002025.090.86420.150325.8830.92550.0029
SMEE (local epoch)=20, N (local data size)=50, B (batch size)=10, T (total local steps)=1002025.090.72860.240921.58070.85630.0484
NL-SMEE (local epoch)=50, N (local data size)=50, B (batch size)=10, T (total local steps)=2502025.090.72250.275621.04830.84310.0069
DGGIE (local epoch)=20, N (local data size)=50, B (batch size)=10, T (total local steps)=1002025.090.67840.278719.92620.82480.0521
SMEE (local epoch)=50, N (local data size)=50, B (batch size)=10, T (total local steps)=2502025.090.58150.365418.47930.78070.061
DGGIE (local epoch)=50, N (local data size)=50, B (batch size)=10, T (total local steps)=2502025.090.57610.380118.5980.77210.0592
GI-NASE (local epoch)=20, N (local data size)=50, B (batch size)=10, T (total local steps)=1002025.090.44480.437915.99990.73150.1586
IGE (local epoch)=20, N (local data size)=50, B (batch size)=10, T (total local steps)=1002025.090.3840.460615.00980.7190.1385
FEDLEAKE (local epoch)=20, N (local data size)=50, B (batch size)=10, T (total local steps)=1002025.090.3430.478814.59560.70280.14
GI-NASE (local epoch)=50, N (local data size)=50, B (batch size)=10, T (total local steps)=2502025.090.24560.508912.69970.66210.2914
IGE (local epoch)=50, N (local data size)=50, B (batch size)=10, T (total local steps)=2502025.090.22130.517412.28210.6640.2681
FEDLEAKE (local epoch)=50, N (local data size)=50, B (batch size)=10, T (total local steps)=2502025.090.2040.51912.24290.66050.2575