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ResearchFormerly WizWand

Classification on PPG (5% labels)

54.38AccuracyPULSE
29.669636.084842.548.9152Nov 28, 2025
Updated 8mo ago

Evaluation results

MethodLinks
PULSELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1154.38
SupervisedLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1154.02
DSVAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1153.75
PULSEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1153.39
PatchTSTLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1153.3
REBARLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1152.74
DSVAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1151.15
TS2VecLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1150.79
TimeMAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1149.53
PatchTSTProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1149.48
SimMTMLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1146.16
TimeMAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1145.66
LFADSProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1145.35
LFADSLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1142.61
SupervisedProtocol=Supervised (No Pre-training), Smoothing=Laplace, Seeds=252025.1142.47
SimCLRLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1142.25
REBARProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1138.25
TS2VecProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1133.13
SimCLRProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1130.62