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ResearchFormerly WizWand

Classification on PPG (1% labels)

44.4AccuracyTimeMAE
29.777633.573837.3741.1662Nov 28, 2025
Updated 8mo ago

Evaluation results

MethodLinks
TimeMAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1144.4
SupervisedLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1143.55
PULSELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1143.51
REBARLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1143.33
DSVAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1143.24
PULSEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1142.97
PatchTSTLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1142.92
TS2VecLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1142.83
PatchTSTProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1141.74
DSVAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1141.28
TimeMAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1140.45
LFADSProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1140.22
SimMTMLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1139.51
LFADSLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1139.19
SimCLRLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1137.68
SupervisedProtocol=Supervised (No Pre-training), Smoothing=Laplace, Seeds=252025.1134.38
REBARProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1132.33
TS2VecProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1131.98
SimCLRProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1130.34