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ResearchFormerly WizWand

Image Classification on SUN397 (Accuracy, ∆CA, ASR)

84.86AccuracyIndividual
60.648866.934473.2279.5056Jan 27, 2026Feb 13, 2026Mar 3, 2026Mar 21, 2026Apr 7, 2026Apr 25, 2026May 13, 2026
Updated 5mo ago

Evaluation results

MethodLinks
IndividualBackbone=ViT-L/142026.0484.86——
Auto-FlexSwitch+KL (λ = 0.3)Type=Dynamic, Storage (MB)=80.69, Backbone=ViT-L/142026.0484.86——
Auto-FlexSwitch+MSE (λ = 0.05)Type=Dynamic, Storage (MB)=98.41, Backbone=ViT-L/142026.0484.64——
Auto-FlexSwitch+CKA (λ = 3)Type=Dynamic, Storage (MB)=89.76, Backbone=ViT-L/142026.0484.55——
EMR-MergingType=Dynamic, Storage (MB)=1633.46, Backbone=ViT-L/142026.0483.17——
Auto-SwitchType=Dynamic, Storage (MB)=556.88, Backbone=ViT-L/142026.0483.17——
MoW-MergingType=Dynamic, Storage (MB)=5159.51, Backbone=ViT-L/142026.0480.99——
Twin-MergingType=Dynamic, Storage (MB)=1780.62, Backbone=ViT-L/142026.0480.22——
Traditional MTLBackbone=ViT-L/142026.0478.37——
AdaMerging++Type=Static, Backbone=ViT-L/142026.0477.48——
AdaMergingType=Static, Backbone=ViT-L/142026.0477.1——
Task-ArithmeticType=Static, Backbone=ViT-L/142026.0473.9——
RegMeanType=Static, Backbone=ViT-L/142026.0473.74——
Ties-MergingType=Static, Backbone=ViT-L/142026.0473.55——
FedHPronumber of clients (K)=100, active ratio=20%2026.0573.41——
DAREType=Static, Backbone=ViT-L/142026.0472.96——
Weight-AveragingType=Static, Backbone=ViT-L/142026.0471.08——
FedSA†number of clients (K)=100, active ratio=20%2026.0570.86——
MaPLe + OursTest-time prompt tuning=True2026.0470.32——
OursTest-time prompt tuning=True2026.0470.28——
FedRCLnumber of clients (K)=100, active ratio=20%2026.0570.23——
Fisher MergingType=Static, Backbone=ViT-L/142026.0470.16——
FedAvgnumber of clients (K)=100, active ratio=20%2026.0568.92——
DF-MergeType=Static, Backbone=ViT-L/142026.0468.21——
Pre-trainedBackbone=ViT-L/142026.0466.87——
RN50 BaselineIR=37.7, Backbone=ResNet-502026.0166.1——
VLM BaselineIR=37.7, Backbone=VLM2026.0162.2——
FedSAnumber of clients (K)=100, active ratio=20%2026.0561.58——
PRISMIR=37.7, Attack Type=Blend, Backbone=ResNet-502026.01—-1.22
PRISMIR=37.7, Attack Type=BPP, Backbone=ResNet-502026.01—-1.20
PRISMIR=37.7, Attack Type=CTRL, Backbone=ResNet-502026.01—-2.10