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ResearchFormerly WizWand

Classification on EEG (5% labels)

84.9AccuracySupervised
61.063267.251673.4479.6284Nov 28, 2025
Updated 8mo ago

Evaluation results

MethodLinks
SupervisedProtocol=Supervised (No Pre-training), Smoothing=Laplace, Seeds=252025.1184.9
PULSEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1180.45
DSVAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1178.17
PULSELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1177.87
TimeMAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1177.5
TS2VecProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1177.09
REBARProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1176.75
LFADSProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1175.19
TimeMAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1174.76
TS2VecLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1174.42
PatchTSTLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1174
SupervisedLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1173.86
PatchTSTProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1173.48
REBARLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1173.13
DSVAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1172.56
LFADSLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1172.21
SimMTMLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1169.42
SimCLRLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.1163.38
SimCLRProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.1161.98