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Image Classification on GTSRB (Accuracy)

99.3Accuracy

θB fine-tune

Updated 6d ago

Evaluation Results

Method	Links
θB fine-tune 2026.05		99.3
θA fine-tune 2026.05		99.29
theta_B fine-tune 2026.05		99.19
theta_A fine-tune 2026.05		99.06
θB fine-tune 2026.05		99.06
θA fine-tune 2026.05		99.03
Individual 2026.04		98.73
Auto-FlexSwitch+KL (λ = 0.3) 2026.04		98.7
Auto-Switch 2026.04		98.68
Auto-FlexSwitch+MSE (λ = 0.05) 2026.04		98.65
MoW-Merging 2026.04		98.63
Auto-FlexSwitch+CKA (λ = 3) 2026.04		98.61
FFT MoE 2026.04		98.5
Twin-Merging 2026.04		98.41
FFT 2026.04		98.3
FourierMoE 2026.04		98.28
GOAT 2026.04		98.17
LoRA (rank32) 2026.04		98.13
EMR-Merging 2026.04		98.12
LoRA (rank16) 2026.04		98.04
FourierFT 2026.04		97.93
Individual 2026.04		97.77
AdaMoLE 2026.04		97.73
MoLoRA 2026.04		97.72
DoRA 2026.04		97.71
MoW-Merging 2026.04		97.64
MiLoRA 2026.04		97.52
Auto-FlexSwitch+MSE (λ = 0.5) 2026.04		97.52
Auto-FlexSwitch+KL (λ = 3) 2026.04		97.45
Auto-FlexSwitch+CKA (λ = 30) 2026.04		97.41
HydraLoRA 2026.04		97.28
Traditional MTL 2026.04		97.28
Twin-Merging 2026.04		97.28
LoRA (rank8) 2026.04		96.51
Traditional MTL 2026.04		96.07
PiSSA 2026.04		95.84
EMR-Merging 2026.04		94.17
Auto-Switch 2026.04		93.48
AdaMerging 2026.04		91.34
AXIS 2025.08		90.58
DF-Merge 2026.04		90.27
AdaMerging++ 2026.04		90.16
AdaMerging++ 2026.04		83.59
AdaMerging 2026.04		82.91
BiCo 2026.05		82.53
RegMean 2026.04		81.95
BiCo 2026.05		79.8
RegMean 2026.04		78.67
DF-Merge 2026.04		77.71
Ties-Merging 2026.04		77.38
aTLAS 2025.08		76.96
Fisher Merging 2026.04		74.7
Ties-Merging 2026.04		73.19
DARE 2026.04		73.16
Task-Arithmetic 2026.04		72.78
Fisher Merging 2026.04		66.09
BiCo 2026.05		65.92
Weight-Averaging 2026.04		65.27
DARE 2026.04		65.13
Task-Arithmetic 2026.04		65.08
THESEUS 2026.05		62.55
θB + τA padded 2026.05		58.93
THESEUS 2026.05		58.93
θB zero-shot 2026.05		58.91
BiCo 2026.05		58.59
BiCo 2026.05		56.67
θB zero-shot 2026.05		55.44
θB + τA crop 2026.05		54.71
BiCo 2026.05		54.4
THESEUS 2026.05		52.83
THESEUS 2026.05		52.82
Weight-Averaging 2026.04		52.8
THESEUS 2026.05		52.51
SmartCLIP 2025.07		52.4
THESEUS 2026.05		51.72
CLIP 2025.07		50.2
theta_B zero-shot 2026.05		49.61
LongCLIP 2025.07		48.9
theta_B + tau_A^padded 2026.05		44.17
Pre-trained 2026.04		37.43
Pre-trained 2026.04		32.56