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ResearchFormerly WizWand

Image Classification on MNIST (test) (Macro F1-score)

96.3Macro F1Deep Arguing
-1.4623.9249.374.68Mar 20, 2026Mar 28, 2026Apr 6, 2026Apr 15, 2026Apr 23, 2026May 2, 2026May 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Deep ArguingBackbone=CNN2026.0596.3
CATr1=0, r2=1:12026.0494.9
MAMr1=0, r2=1:12026.0494.5
MLPr1=0, r2=1:12026.0494.2
XGBoostr1=0, r2=1:12026.0494.1
Var-T-JEPABackbone=DCNv2, Evaluation Coverage=50%2026.0393.6
Var-T-JEPABackbone=ResNet, Evaluation Coverage=50%2026.0393.6
DNNBackbone=CNN2026.0593.52
GIWr1=0, r2=1:12026.0493.3
CSAMr1=0, r2=1:12026.0492.1
Var-T-JEPABackbone=FT-Trans, Evaluation Coverage=50%2026.0391.8
RSAMr1=0, r2=1:12026.0491.7
MAMr1=0, r2=1:102026.0491.4
Var-T-JEPABackbone=XGBoost, Evaluation Coverage=50%2026.0391.3
SpAMr1=0, r2=1:12026.0491.3
GIWr1=0, r2=1:102026.0491.2
Var-T-JEPABackbone=DCNv2, Evaluation Coverage=20%2026.0390.8
MAMr1=20%, r2=1:102026.0490.5
GIWr1=20%, r2=1:102026.0490.3
Var-T-JEPABackbone=MLP, Evaluation Coverage=50%2026.0390.1
KANr1=0, r2=1:12026.0490.1
Var-T-JEPABackbone=ResNet, Evaluation Coverage=20%2026.0390
CATr1=0, r2=1:102026.0489.8
Var-T-JEPABackbone=DCNv2, Evaluation Coverage=10%2026.0389.7
XGBoostr1=0, r2=1:102026.0489.4
Var-T-JEPABackbone=FT-Trans, Evaluation Coverage=20%2026.0389.1
MLPr1=0, r2=1:102026.0489.1
Var-T-JEPABackbone=XGBoost, Evaluation Coverage=20%2026.0388.9
Var-T-JEPABackbone=ResNet, Evaluation Coverage=10%2026.0388.8
Var-T-JEPABackbone=DCNv2, Evaluation Coverage=100%2026.0388.4
Var-T-JEPABackbone=XGBoost, Evaluation Coverage=10%2026.0388.3
XGBoostBackbone=XGBoost, Evaluation Coverage=100%2026.0388.1
Var-T-JEPABackbone=AutoInt, Evaluation Coverage=50%2026.0387.9
Var-T-JEPABackbone=FT-Trans, Evaluation Coverage=10%2026.0387.9
FT-TransBackbone=FT-Trans, Evaluation Coverage=100%2026.0387.7
DCNv2Backbone=DCNv2, Evaluation Coverage=100%2026.0387.5
Var-T-JEPABackbone=ResNet, Evaluation Coverage=100%2026.0387.2
Var-T-JEPABackbone=XGBoost, Evaluation Coverage=100%2026.0387.1
T-JEPABackbone=XGBoost, Evaluation Coverage=100%2026.0387
Var-T-JEPABackbone=FT-Trans, Evaluation Coverage=100%2026.0386.4
NAMr1=0, r2=1:12026.0486.4
CSAMr1=0, r2=1:102026.0486.4
ResNetBackbone=ResNet, Evaluation Coverage=100%2026.0386
RSAMr1=0, r2=1:102026.0486
Var-T-JEPABackbone=MLP, Evaluation Coverage=20%2026.0385.7
T-JEPABackbone=ResNet, Evaluation Coverage=100%2026.0385.6
SpAMr1=0, r2=1:102026.0485.6
KANr1=0, r2=1:102026.0485.3
RSAMr1=20%, r2=1:102026.0485.1
CSAMr1=20%, r2=1:102026.0484.9
Var-T-JEPABackbone=MLP, Evaluation Coverage=10%2026.0384
T-JEPABackbone=DCNv2, Evaluation Coverage=100%2026.0384
Var-T-JEPABackbone=AutoInt, Evaluation Coverage=20%2026.0384
CATr1=20%, r2=1:102026.0483.9
XGBoostr1=20%, r2=1:102026.0483.4
NAMr1=0, r2=1:102026.0483.1
MLPr1=20%, r2=1:102026.0483
Var-T-JEPABackbone=AutoInt, Evaluation Coverage=10%2026.0382.4
Var-T-JEPABackbone=MLP, Evaluation Coverage=100%2026.0382.3
MLPBackbone=MLP, Evaluation Coverage=100%2026.0382.2
KANr1=20%, r2=1:102026.0482
T-JEPABackbone=AutoInt, Evaluation Coverage=100%2026.0381.6
SpAMr1=20%, r2=1:102026.0481.1
Var-T-JEPABackbone=AutoInt, Evaluation Coverage=100%2026.0381
AutoIntBackbone=AutoInt, Evaluation Coverage=100%2026.0380.9
NAMr1=20%, r2=1:102026.0480.4
T-JEPABackbone=FT-Trans, Evaluation Coverage=100%2026.0326.9
T-JEPABackbone=MLP, Evaluation Coverage=100%2026.032.3