Classification on CIFAR10 (Accuracy)
98.9AccuracyMVT + FT
Evaluation results
| Method | Links | |
|---|---|---|
| MVT + FTArch=ViT-g2025.12 | 98.9 | |
| Vanilla FTArch=ViT-g2025.12 | 98.7 | |
| EVAArch=ViT-g2025.12 | 98.3 | |
| MVTArch=ViT-g2025.12 | 98.1 | |
| MVTArch=ViT-L2025.12 | 97.9 | |
| VQAArch=ViT-g2025.12 | 97.9 | |
| VQAArch=ViT-L2025.12 | 97.6 | |
| MVT + FTArch=ViT-L2025.12 | 96.7 | |
| Vanilla FTArch=ViT-L2025.12 | 96.1 | |
| CLIPArch=ViT-L2025.12 | 95.6 | |
| Weight RecyclingK (shots per class)=42026.05 | 94.81 | |
| SynCEMIntervention Budget (%)=100.0%, Intervention Policy=RCI2026.05 | 94.2 | |
| Weight RecyclingK (shots per class)=22026.05 | 93.86 | |
| CEMIntervention Budget (%)=100.0%, Intervention Policy=RCI2026.05 | 93.72 | |
| SynCBMIntervention Budget (%)=46.0%, Intervention Policy=RCI2026.05 | 93.46 | |
| Weight RecyclingK (shots per class)=12026.05 | 93.34 | |
| SynCEMIntervention Budget (%)=69.0%, Intervention Policy=RCI2026.05 | 93.33 | |
| CEMIntervention Budget (%)=69.0%, Intervention Policy=RCI2026.05 | 93.13 | |
| SynCBMIntervention Budget (%)=23.0%, Intervention Policy=RCI2026.05 | 92.79 | |
| SynCBMIntervention Budget (%)=69.0%, Intervention Policy=RCI2026.05 | 92.71 | |
| SynCEMIntervention Budget (%)=46.0%, Intervention Policy=RCI2026.05 | 92.6 | |
| CEMIntervention Budget (%)=46.0%, Intervention Policy=RCI2026.05 | 92.47 | |
| SynCEMIntervention Budget (%)=23.0%, Intervention Policy=RCI2026.05 | 91.97 | |
| CEMIntervention Budget (%)=23.0%, Intervention Policy=RCI2026.05 | 91.65 | |
| CBMIntervention Budget (%)=23.0%, Intervention Policy=RCI2026.05 | 91.58 | |
| SynCBMIntervention Budget (%)=0.0%, Intervention Policy=RCI2026.05 | 91.49 | |
| CBMIntervention Budget (%)=46.0%, Intervention Policy=RCI2026.05 | 91.45 | |
| SynCEMIntervention Budget (%)=0.0%, Intervention Policy=RCI2026.05 | 91.09 | |
| NCCK (shots per class)=42026.05 | 91.01 | |
| CEMIntervention Budget (%)=0.0%, Intervention Policy=RCI2026.05 | 90.48 | |
| CBMIntervention Budget (%)=0.0%, Intervention Policy=RCI2026.05 | 90.46 | |
| CBMIntervention Budget (%)=69.0%, Intervention Policy=RCI2026.05 | 90.24 | |
| CLIPArch=ViT-B2025.12 | 89.9 | |
| MixCEMIntervention Budget (%)=69.0%, Intervention Policy=RCI2026.05 | 88.79 | |
| MixCEMIntervention Budget (%)=46.0%, Intervention Policy=RCI2026.05 | 88.53 | |
| SynCBMIntervention Budget (%)=100.0%, Intervention Policy=RCI2026.05 | 88.26 | |
| MixCEMIntervention Budget (%)=100.0%, Intervention Policy=RCI2026.05 | 87.77 | |
| ProbCBMIntervention Budget (%)=100.0%, Intervention Policy=RCI2026.05 | 87.6 | |
| HP-CBMIntervention Budget (%)=0.0%, Intervention Policy=RCI2026.05 | 87.13 | |
| ProbCBMIntervention Budget (%)=69.0%, Intervention Policy=RCI2026.05 | 87.03 | |
| NCCK (shots per class)=22026.05 | 86.83 | |
| CBMIntervention Budget (%)=100.0%, Intervention Policy=RCI2026.05 | 86.47 | |
| HP-CBMIntervention Budget (%)=23.0%, Intervention Policy=RCI2026.05 | 86.05 | |
| MixCEMIntervention Budget (%)=23.0%, Intervention Policy=RCI2026.05 | 85.97 | |
| ProbCBMIntervention Budget (%)=46.0%, Intervention Policy=RCI2026.05 | 85.1 | |
| KNNK (shots per class)=42026.05 | 84.69 | |
| HP-CBMIntervention Budget (%)=46.0%, Intervention Policy=RCI2026.05 | 83.65 | |
| ProbCBMIntervention Budget (%)=23.0%, Intervention Policy=RCI2026.05 | 82.48 | |
| CLIPArch=RN1012025.12 | 80.8 | |
| HP-CBMIntervention Budget (%)=69.0%, Intervention Policy=RCI2026.05 | 79.03 | |
| ProbCBMIntervention Budget (%)=0.0%, Intervention Policy=RCI2026.05 | 78.97 | |
| MixCEMIntervention Budget (%)=0.0%, Intervention Policy=RCI2026.05 | 76.6 | |
| NCCK (shots per class)=12026.05 | 76.03 | |
| KNNK (shots per class)=12026.05 | 76.03 | |
| HL-SMM2026.02 | 75.55 | |
| Poly-SVM2026.02 | 74.75 | |
| Hinge-SMM2026.02 | 74.4 | |
| Pinball-SMM2026.02 | 74.25 | |
| VNN Full# Parameters=365.5K2026.05 | 72.2 | |
| VNN Hyperplanes# Parameters=841.7K2026.05 | 71.7 | |
| KNNK (shots per class)=22026.05 | 71.67 | |
| CLIPArch=RN502025.12 | 71.5 | |
| Ramp-SMM2026.02 | 70.35 | |
| HP-CBMIntervention Budget (%)=100.0%, Intervention Policy=RCI2026.05 | 69 | |
| Linear-SVM2026.02 | 67.75 | |
| RBF-SVM2026.02 | 61 | |
| MLP# Parameters=1744.3K2026.05 | 60.2 | |
| LS-SMM2026.02 | 47.5 | |
| SISAPartition=3-Label, Training Strategy=one local update2025.02 | 30.96 | |
| SISAPartition=2-Label, Training Strategy=one local update2025.02 | 30.53 | |
| SISAPartition=1-Label, Training Strategy=one local update2025.02 | 30.16 | |
| FednovaPartition=3-Label, Training Strategy=mini-batch training2025.02 | 21.2 | |
| FedavgPartition=3-Label, Training Strategy=mini-batch training2025.02 | 20.06 | |
| FedproxPartition=3-Label, Training Strategy=mini-batch training2025.02 | 20.03 | |
| FednovaPartition=2-Label, Training Strategy=mini-batch training2025.02 | 18.02 | |
| ScaffoldPartition=3-Label, Training Strategy=mini-batch training2025.02 | 17 | |
| FedproxPartition=2-Label, Training Strategy=mini-batch training2025.02 | 13.77 | |
| FedavgPartition=2-Label, Training Strategy=mini-batch training2025.02 | 13.76 | |
| ScaffoldPartition=2-Label, Training Strategy=mini-batch training2025.02 | 12.73 | |
| ScaffoldPartition=1-Label, Training Strategy=mini-batch training2025.02 | 11.41 | |
| FednovaPartition=1-Label, Training Strategy=mini-batch training2025.02 | 10.31 | |
| FedavgPartition=1-Label, Training Strategy=mini-batch training2025.02 | 10.02 | |
| FedproxPartition=1-Label, Training Strategy=mini-batch training2025.02 | 10 |