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ResearchFormerly WizWand

Classification on ECG (1% labels)

85.74AccuracyPULSE
43.848854.724465.676.4756Nov 28, 2025
Updated 8mo ago

Evaluation results

MethodLinks
PULSELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1185.74
PULSEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1184.77
SimMTMLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1182.02
TS2VecLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1174.83
REBARLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1171.95
DSVAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1171.54
SimCLRLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1170.03
SupervisedLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1169.2
DSVAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1167.6
REBARProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1167.56
LFADSLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1166.3
TimeMAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1165.15
SimCLRProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1163.83
TS2VecProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1162.77
PatchTSTLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1158.31
TimeMAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1157.94
PatchTSTProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1157.68
LFADSProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1157.34
SupervisedProtocol=Supervised (No Pre-training), Smoothing=Laplace, Seeds=252025.1145.46