Image Classification on MNIST (Accuracy %)
99.76Accuracytheta_B fine-tune
Evaluation Results
| Method | Links | |
|---|---|---|
| theta_B fine-tuneModel=ViT-L/14, Mode=fine-tune2026.02 | 99.76 | |
| MoW-MergingType=Dynamic, Storage (MB)=5159.51, Backbone=ViT-L/142026.04 | 99.74 | |
| Auto-FlexSwitch+CKA (λ = 3)Type=Dynamic, Storage (MB)=89.76, Backbone=ViT-L/142026.04 | 99.74 | |
| Auto-SwitchType=Dynamic, Storage (MB)=556.88, Backbone=ViT-L/142026.04 | 99.73 | |
| Twin-MergingType=Dynamic, Storage (MB)=1780.62, Backbone=ViT-L/142026.04 | 99.7 | |
| Auto-FlexSwitch+KL (λ = 0.3)Type=Dynamic, Storage (MB)=80.69, Backbone=ViT-L/142026.04 | 99.7 | |
| PaRaMSModel Status=Protected Standalone (θ̂_def)2025.11 | 99.69 | |
| IndividualBackbone=ViT-L/142026.04 | 99.69 | |
| EMR-MergingType=Dynamic, Storage (MB)=1633.46, Backbone=ViT-L/142026.04 | 99.69 | |
| Auto-FlexSwitch+MSE (λ = 0.05)Type=Dynamic, Storage (MB)=98.41, Backbone=ViT-L/142026.04 | 99.69 | |
| theta_A fine-tuneModel=ViT-B/16, Mode=fine-tune2026.02 | 99.64 | |
| theta_B fine-tuneModel=laion400m, Protocol=fine-tune2026.02 | 99.63 | |
| theta_A fine-tuneModel=laion2b, Protocol=fine-tune2026.02 | 99.61 | |
| Fine-TunedBackbone=DINOv3 ViT-B/162025.12 | 99.5 | |
| Traditional MTLBackbone=ViT-L/142026.04 | 99.45 | |
| Fine-TunedBackbone=CLIP ViT-B/32, Classes=102025.12 | 99.4 | |
| MergeGuardModel Status=Protected Standalone (θ̂_def)2025.11 | 99.27 | |
| AdaMerging++Type=Static, Backbone=ViT-L/142026.04 | 99.23 | |
| RegMeanType=Static, Backbone=ViT-L/142026.04 | 99.21 | |
| DSAImg/Cls=50, Predictor=NN2022.06 | 99.2 | |
| FRePoImg/Cls=50, Predictor=NN2022.06 | 99.2 | |
| FRePoImg/Cls=50, Predictor=KRR2022.06 | 99.2 | |
| DAREType=Static, Backbone=ViT-L/142026.04 | 99.1 | |
| Task MatrixBackbone=CLIP ViT-B/32, Best Layer=7,8, Classes=102025.12 | 99.03 | |
| Ties-MergingType=Static, Backbone=ViT-L/142026.04 | 99.02 | |
| TIESProtection Status=None (theta_merge)2025.11 | 99 | |
| ADAProtection Status=None (theta_merge)2025.11 | 99 | |
| Task-ArithmeticType=Static, Backbone=ViT-L/142026.04 | 98.93 | |
| AdaMergingType=Static, Backbone=ViT-L/142026.04 | 98.92 | |
| TAProtection Status=None (theta_merge)2025.11 | 98.9 | |
| Task MatrixBackbone=DINOv3 ViT-B/16, best layer=82025.12 | 98.9 | |
| Linear ProbeBackbone=DINOv3 ViT-B/162025.12 | 98.7 | |
| Linear ProbeBackbone=CLIP ViT-B/32, Classes=102025.12 | 98.7 | |
| FRePoImg/Cls=10, Predictor=NN2022.06 | 98.6 | |
| FRePoImg/Cls=10, Predictor=KRR2022.06 | 98.6 | |
| DMImg/Cls=50, Predictor=NN2022.06 | 98.6 | |
| MTTImg/Cls=50, Predictor=NN2022.06 | 98.5 | |
| KIPImg/Cls=50, Predictor=NN2022.06 | 98.3 | |
| DSAImg/Cls=10, Predictor=NN2022.06 | 97.9 | |
| DMImg/Cls=10, Predictor=NN2022.06 | 97.6 | |
| KIPImg/Cls=10, Predictor=NN2022.06 | 97.5 | |
| MTTImg/Cls=10, Predictor=NN2022.06 | 97.3 | |
| WAProtection Status=None (theta_merge)2025.11 | 97.1 | |
| Weight-AveragingType=Static, Backbone=ViT-L/142026.04 | 97.01 | |
| PaRaMSModel Status=Merged (θ̂_merge)2025.11 | 96.02 | |
| Fisher MergingType=Static, Backbone=ViT-L/142026.04 | 96.02 | |
| THESEUSModel=ViT-L/14, B (alignment batches)=102026.02 | 95.18 | |
| FRePoImg/Cls=1, Predictor=NN2022.06 | 93 | |
| FRePoImg/Cls=1, Predictor=KRR2022.06 | 92.6 | |
| MTTImg/Cls=1, Predictor=NN2022.06 | 91.4 | |
| KIPImg/Cls=1, Predictor=NN2022.06 | 90.1 | |
| DMImg/Cls=1, Predictor=NN2022.06 | 89.9 | |
| DSAImg/Cls=1, Predictor=NN2022.06 | 88.7 | |
| theta_B zero-shotModel=ViT-L/14, Mode=zero-shot2026.02 | 86.84 | |
| DF-MergeType=Static, Backbone=ViT-L/142026.04 | 82.93 | |
| THESEUSK=202026.02 | 78.38 | |
| THESEUSK=52026.02 | 77.57 | |
| DCRZero-shot=true2026.03 | 76.5 | |
| Original CLIPZero-shot=true2026.03 | 76.4 | |
| Pre-trainedBackbone=ViT-L/142026.04 | 76.31 | |
| THESEUSK=102026.02 | 76.26 | |
| ADAProtection Status=With MergeGuard (theta_hat_merge)2025.11 | 71.37 | |
| GenHancerZero-shot=true2026.03 | 69.7 | |
| THESEUSK=22026.02 | 68.19 | |
| THESEUSK=12026.02 | 61.67 | |
| theta_B zero-shotModel=laion400m, Protocol=zero-shot2026.02 | 57.06 | |
| WAProtection Status=With MergeGuard (theta_hat_merge)2025.11 | 38.97 | |
| TIESProtection Status=With MergeGuard (theta_hat_merge)2025.11 | 35.7 | |
| TAProtection Status=With MergeGuard (theta_hat_merge)2025.11 | 11.35 | |
| MergeGuardModel Status=Merged (θ̂_merge)2025.11 | 11.35 |