List your company
ResearchFormerly WizWand

Image Classification on MNIST (Accuracy %)

99.76Accuracytheta_B fine-tune
7.813631.684355.55579.4257Jun 1, 2022Jan 25, 2023Sep 20, 2023May 15, 2024Jan 8, 2025Sep 3, 2025Apr 30, 2026
Updated 6mo ago

Evaluation results

MethodLinks
theta_B fine-tuneModel=ViT-L/14, Mode=fine-tune2026.0299.76
MoW-MergingType=Dynamic, Storage (MB)=5159.51, Backbone=ViT-L/142026.0499.74
Auto-FlexSwitch+CKA (λ = 3)Type=Dynamic, Storage (MB)=89.76, Backbone=ViT-L/142026.0499.74
Auto-SwitchType=Dynamic, Storage (MB)=556.88, Backbone=ViT-L/142026.0499.73
Twin-MergingType=Dynamic, Storage (MB)=1780.62, Backbone=ViT-L/142026.0499.7
Auto-FlexSwitch+KL (λ = 0.3)Type=Dynamic, Storage (MB)=80.69, Backbone=ViT-L/142026.0499.7
PaRaMSModel Status=Protected Standalone (θ̂_def)2025.1199.69
IndividualBackbone=ViT-L/142026.0499.69
EMR-MergingType=Dynamic, Storage (MB)=1633.46, Backbone=ViT-L/142026.0499.69
Auto-FlexSwitch+MSE (λ = 0.05)Type=Dynamic, Storage (MB)=98.41, Backbone=ViT-L/142026.0499.69
theta_A fine-tuneModel=ViT-B/16, Mode=fine-tune2026.0299.64
theta_B fine-tuneModel=laion400m, Protocol=fine-tune2026.0299.63
theta_A fine-tuneModel=laion2b, Protocol=fine-tune2026.0299.61
Fine-TunedBackbone=DINOv3 ViT-B/162025.1299.5
Traditional MTLBackbone=ViT-L/142026.0499.45
Fine-TunedBackbone=CLIP ViT-B/32, Classes=102025.1299.4
MergeGuardModel Status=Protected Standalone (θ̂_def)2025.1199.27
AdaMerging++Type=Static, Backbone=ViT-L/142026.0499.23
RegMeanType=Static, Backbone=ViT-L/142026.0499.21
DSAImg/Cls=50, Predictor=NN2022.0699.2
FRePoImg/Cls=50, Predictor=NN2022.0699.2
FRePoImg/Cls=50, Predictor=KRR2022.0699.2
DAREType=Static, Backbone=ViT-L/142026.0499.1
Task MatrixBackbone=CLIP ViT-B/32, Best Layer=7,8, Classes=102025.1299.03
Ties-MergingType=Static, Backbone=ViT-L/142026.0499.02
TIESProtection Status=None (theta_merge)2025.1199
ADAProtection Status=None (theta_merge)2025.1199
Task-ArithmeticType=Static, Backbone=ViT-L/142026.0498.93
AdaMergingType=Static, Backbone=ViT-L/142026.0498.92
TAProtection Status=None (theta_merge)2025.1198.9
Task MatrixBackbone=DINOv3 ViT-B/16, best layer=82025.1298.9
Linear ProbeBackbone=DINOv3 ViT-B/162025.1298.7
Linear ProbeBackbone=CLIP ViT-B/32, Classes=102025.1298.7
FRePoImg/Cls=10, Predictor=NN2022.0698.6
FRePoImg/Cls=10, Predictor=KRR2022.0698.6
DMImg/Cls=50, Predictor=NN2022.0698.6
MTTImg/Cls=50, Predictor=NN2022.0698.5
KIPImg/Cls=50, Predictor=NN2022.0698.3
DSAImg/Cls=10, Predictor=NN2022.0697.9
DMImg/Cls=10, Predictor=NN2022.0697.6
KIPImg/Cls=10, Predictor=NN2022.0697.5
MTTImg/Cls=10, Predictor=NN2022.0697.3
WAProtection Status=None (theta_merge)2025.1197.1
Weight-AveragingType=Static, Backbone=ViT-L/142026.0497.01
PaRaMSModel Status=Merged (θ̂_merge)2025.1196.02
Fisher MergingType=Static, Backbone=ViT-L/142026.0496.02
THESEUSModel=ViT-L/14, B (alignment batches)=102026.0295.18
FRePoImg/Cls=1, Predictor=NN2022.0693
FRePoImg/Cls=1, Predictor=KRR2022.0692.6
MTTImg/Cls=1, Predictor=NN2022.0691.4
KIPImg/Cls=1, Predictor=NN2022.0690.1
DMImg/Cls=1, Predictor=NN2022.0689.9
DSAImg/Cls=1, Predictor=NN2022.0688.7
theta_B zero-shotModel=ViT-L/14, Mode=zero-shot2026.0286.84
DF-MergeType=Static, Backbone=ViT-L/142026.0482.93
THESEUSK=202026.0278.38
THESEUSK=52026.0277.57
DCRZero-shot=true2026.0376.5
Original CLIPZero-shot=true2026.0376.4
Pre-trainedBackbone=ViT-L/142026.0476.31
THESEUSK=102026.0276.26
ADAProtection Status=With MergeGuard (theta_hat_merge)2025.1171.37
GenHancerZero-shot=true2026.0369.7
THESEUSK=22026.0268.19
THESEUSK=12026.0261.67
theta_B zero-shotModel=laion400m, Protocol=zero-shot2026.0257.06
WAProtection Status=With MergeGuard (theta_hat_merge)2025.1138.97
TIESProtection Status=With MergeGuard (theta_hat_merge)2025.1135.7
TAProtection Status=With MergeGuard (theta_hat_merge)2025.1111.35
MergeGuardModel Status=Merged (θ̂_merge)2025.1111.35