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ResearchFormerly WizWand

Classification on HAR 5% labels

93.14AccuracyPULSE
53.058463.464273.8784.2758Nov 28, 2025
Updated 8mo ago

Evaluation results

MethodLinks
PULSEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1193.14
PULSELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1192.85
SupervisedProtocol=Supervised (No Pre-training), Smoothing=Laplace, Seeds=252025.1192.34
TS2VecProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1191.76
SupervisedLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1191.65
TimeMAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1191.55
LFADSProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1191.48
TimeMAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1191.1
REBARProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1191.04
DSVAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1190.72
SimMTMLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1189.95
LFADSLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1189.45
TS2VecLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1188.8
REBARLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1188.64
DSVAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1187.38
SimCLRProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1185.01
SimCLRLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1182.99
PatchTSTProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1154.79
PatchTSTLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1154.6