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ResearchFormerly WizWand

Image Classification on 8-task Average

91.16AccuracyAuto-FlexSwitch+CKA (λ = 3)
46.377658.003869.6381.2562Apr 30, 2026
Updated 6mo ago

Evaluation results

MethodLinks
Auto-FlexSwitch+CKA (λ = 3)Type=Dynamic, Storage (MB)=47.26, Backbone=ViT-B/322026.0491.16
IndividualBackbone=ViT-B/322026.0491.01
Auto-FlexSwitch+KL (λ = 0.3)Type=Dynamic, Storage (MB)=41.51, Backbone=ViT-B/322026.0491
Auto-FlexSwitch+MSE (λ = 0.05)Type=Dynamic, Storage (MB)=50.72, Backbone=ViT-B/322026.0490.94
Auto-SwitchType=Dynamic, Storage (MB)=185.28, Backbone=ViT-B/322026.0490.51
Twin-MergingType=Dynamic, Storage (MB)=711.10, Backbone=ViT-B/322026.0489.62
Traditional MTLBackbone=ViT-B/322026.0488.78
EMR-MergingType=Dynamic, Storage (MB)=540.19, Backbone=ViT-B/322026.0488.74
MoW-MergingType=Dynamic, Storage (MB)=2171.89, Backbone=ViT-B/322026.0487.28
AdaMerging++Type=Static, Backbone=ViT-B/322026.0480.96
AdaMergingType=Static, Backbone=ViT-B/322026.0479.96
RegMeanType=Static, Backbone=ViT-B/322026.0479.86
Ties-MergingType=Static, Backbone=ViT-B/322026.0473.66
DF-MergeType=Static, Backbone=ViT-B/322026.0473.48
DAREType=Static, Backbone=ViT-B/322026.0470.27
Task-ArithmeticType=Static, Backbone=ViT-B/322026.0470.23
Fisher MergingType=Static, Backbone=ViT-B/322026.0469.65
Weight-AveragingType=Static, Backbone=ViT-B/322026.0465.85
Pre-trainedBackbone=ViT-B/322026.0448.1