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ResearchFormerly WizWand

Image Classification on CIFAR10 (val)

99.29AccuracyDoRA
36.484452.789769.09585.4003Apr 12, 2024Aug 19, 2024Dec 26, 2024May 4, 2025Sep 10, 2025Jan 17, 2026May 26, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DoRAModel=ViT Large, Params (%)=0.552025.1099.29
LoRAModel=ViT Large, Params (%)=0.532025.1099.23
StelLAModel=ViT Large, Params (%)=0.542025.1099.16
PiSSAModel=ViT Large, Params (%)=0.532025.1099.11
DoRAModel=ViT Base, Params (%)=0.752025.1098.96
LoRAModel=ViT Base, Params (%)=0.722025.1098.92
PiSSAModel=ViT Base, Params (%)=0.722025.1098.92
StelLAModel=ViT Base, Params (%)=0.732025.1098.88
BottleneckCEM Integration=false2025.0390.87
Bottleneck+CEMCEM Integration=true2025.0390.69
Linear Probing baselineEvaluation Protocol=Linear Probing, Label Distribution Estimation=None2024.0490.2
ResSFL+CEMCEM Integration=true2025.0390.11
OTTEREvaluation Protocol=Linear Probing, Label Distribution Estimation=BBSE+OT2024.0490
BBSE+PMEvaluation Protocol=Linear Probing, Label Distribution Estimation=BBSE+PM2024.0489.8
DistCorr+CEMCEM Integration=true2025.0389.8
ResSFLCEM Integration=false2025.0389.68
PATROL+CEMCEM Integration=true2025.0389.67
PATROLCEM Integration=false2025.0389.58
DistCorrCEM Integration=false2025.0389.52
Zero-Shot baselineEvaluation Protocol=Zero-Shot, Label Distribution Estimation=None2024.0488.3
Noise_ARLCEM Integration=false2025.0387.78
DropoutCEM Integration=false2025.0387.75
Noise_ARL+CEMCEM Integration=true2025.0387.62
Dropout+CEMCEM Integration=true2025.0387.53
OTTEREvaluation Protocol=Zero-Shot, Label Distribution Estimation=BBSE+OT2024.0487.5
Noise_NopeekCEM Integration=false2025.0387.19
Noise_Nopeek+CEMCEM Integration=true2025.0387.08
I-CGM-RG-SVRGBackbone=ResNet18, Outer Iterations=1002025.1277
I-CGM-RG-SAGABackbone=ResNet18, Outer Iterations=1002025.1276.1
SABER-FULLBackbone=ResNet18, Outer Iterations=1002025.1274.5
FEDAVGBackbone=ResNet18, Outer Iterations=1002025.1274.3
SCAFFNEWBackbone=ResNet18, Outer Iterations=1002025.1274.2
BBSE+PMEvaluation Protocol=Zero-Shot, Label Distribution Estimation=BBSE+PM2024.0472.7
SCAFFOLDBackbone=ResNet18, Outer Iterations=1002025.1272.3
ViTGraph=Fully-connected, Embedding=BERT2026.0570.6
SPT-slicSegmentation=SLIC2026.0567
SICGAT2026.0553.4
FedVTCDir=12025.0851.7
FedVTCDir=0.12025.0846.9
FedTGPDir=12025.0842.1
FedProtoDir=12025.0841.1
CCVRDir=12025.0841
FedTGPDir=0.12025.0840.9
pFedAFMDir=12025.0840.5
FedTypeDir=12025.0840.2
FedGenDir=12025.0839.7
FedTypeDir=0.12025.0839.7
FedProtoDir=0.12025.0839.3
CCVRDir=0.12025.0839.3
FedGenDir=0.12025.0839.1
pFedAFMDir=0.12025.0838.9