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ResearchFormerly WizWand

Image Classification on ImageNet (Accuracy Reported)

94.75AccuracyMoELoRA
5.164428.422251.6874.9378Sep 28, 2024Dec 11, 2024Feb 24, 2025May 10, 2025Jul 23, 2025Oct 6, 2025Dec 20, 2025
Updated 8mo ago

Evaluation results

MethodLinks
MoELoRAevaluation_phase=Best during tuning2025.1294.75
Upper bound2025.1291.88
CL-MoEevaluation_phase=Best during tuning2025.1290.08
Seq LoRAevaluation_phase=Best during tuning2025.1289.41
DOT-CBM2025.0583.84
LaBo2025.0582.93
SparseCBM2025.0582.85
CoopCBM2025.0582.73
CEM2025.0581.29
MoDEevaluation_phase=Best during tuning2025.1280.67
Vanilla-CBM2025.0579.17
Model tailorevaluation_phase=Best during tuning2025.1278.22
DINOv2-ARLN=20M, Zero-shot=true2024.0976.3
LiT L16LN=112M, Zero-shot=true2024.0975.7
OpenAI-CLIP VIT-LN=400M, Zero-shot=true2024.0975.3
DINOv2-MpNetN=20M, Zero-shot=true2024.0974.8
MMRL + AmPLevariant=standard2025.1273.17
MMAvariant=†2025.1273.03
LAION-CLIP VIT-LN=400M, Zero-shot=true2024.0972.7
MMA + AmPLevariant=standard2025.1272.7
AttriPromptvariant=standard2025.1272.4
IPOvariant=standard2025.1272.15
MMRLmode=Source Evaluation2025.0572.03
MMRLvariant=standard2025.1272.03
MMRLvariant=†2025.1272
MMRL++mode=Source Evaluation2025.0571.87
CoOpmode=Source Evaluation2025.0571.51
CoOpvariant=standard2025.1271.51
TCPmode=Source Evaluation2025.0571.4
PromptSRCmode=Source Evaluation2025.0571.27
CoOpOpmode=Source Evaluation2025.0571.02
CoCoOpvariant=standard2025.1271.02
MMAmode=Source Evaluation2025.0571
MMAvariant=standard2025.1271
MaPLe + AmPLevariant=standard2025.1270.87
MaPLemode=Source Evaluation2025.0570.72
MaPLevariant=standard2025.1270.72
MaPLevariant=†2025.1270.5
CLIPvariant=standard2025.1266.72
DualPromptevaluation_phase=Best during tuning2025.1224.55
MoELoRAevaluation_phase=Final accuracy2025.1218.73
Zero-shot2025.1216.53
CL-MoEevaluation_phase=Final accuracy2025.1215.62
Model tailorevaluation_phase=Final accuracy2025.1214.97
MoDEevaluation_phase=Final accuracy2025.1214.67
Seq LoRAevaluation_phase=Final accuracy2025.1213.68
DualPromptevaluation_phase=Final accuracy2025.128.61