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ResearchFormerly WizWand

Classification on ECG (5% labels)

84.95AccuracyPULSE
59.043665.769372.49579.2207Nov 28, 2025
Updated 8mo ago

Evaluation results

MethodLinks
PULSELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1184.95
PULSEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1184.23
SupervisedLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1180.71
SimMTMLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1180.07
TS2VecLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1174.94
DSVAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1173.36
REBARLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1171.36
REBARProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1170.12
SimCLRLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1169.64
SupervisedProtocol=Supervised (No Pre-training), Smoothing=Laplace, Seeds=252025.1169.2
TimeMAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1168.73
DSVAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1167.66
SimCLRProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1165
LFADSLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1164.79
TS2VecProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1163.97
TimeMAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1162.37
PatchTSTLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1162.11
PatchTSTProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1160.73
LFADSProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1160.04