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ResearchFormerly WizWand

Classification on HAR (1% labels)

84.16AccuracyPULSE
-3.02039219.61297942.2463564.879721Nov 28, 2025
Updated 8mo ago

Evaluation results

MethodLinks
PULSELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1184.16
SupervisedLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1181.37
TimeMAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1181.02
SimMTMLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1179.92
REBARLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1178.75
LFADSLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1178.54
DSVAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1178.28
TS2VecLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1177.91
SimCLRLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1172.65
PatchTSTLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1133.98
PULSEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.110.8474
REBARProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.110.811
LFADSProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.110.8097
TimeMAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.110.8079
TS2VecProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.110.8057
DSVAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.110.7994
SupervisedProtocol=Supervised (No Pre-training), Smoothing=Laplace, Seeds=252025.110.7839
SimCLRProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.110.7174
PatchTSTProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.110.3327