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ResearchFormerly WizWand

Classification on EEG (1% labels)

77.95AccuracyPULSE
-2.52811218.36524439.258660.151956Nov 28, 2025
Updated 8mo ago

Evaluation results

MethodLinks
PULSELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1177.95
TS2VecLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1175.34
REBARLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1174.24
DSVAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1173.98
SupervisedLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1172.32
LFADSLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1171.8
TimeMAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1169.1
PatchTSTLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1168.32
SimMTMLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1167.41
SimCLRLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.1160.27
PULSEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.110.8069
DSVAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.110.784
SupervisedProtocol=Supervised (No Pre-training), Smoothing=Laplace, Seeds=252025.110.7776
TS2VecProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.110.7739
REBARProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.110.7719
LFADSProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.110.7419
TimeMAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.110.7055
PatchTSTProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.110.6345
SimCLRProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.110.5672