Classification on EEG (5% labels)
84.9AccuracySupervised
Evaluation Results
| Method | Links | |
|---|---|---|
| SupervisedProtocol=Supervised (No Pre-training), Smoothing=Laplace, Seeds=252025.11 | 84.9 | |
| PULSEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 80.45 | |
| DSVAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 78.17 | |
| PULSELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 77.87 | |
| TimeMAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 77.5 | |
| TS2VecProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 77.09 | |
| REBARProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 76.75 | |
| LFADSProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 75.19 | |
| TimeMAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 74.76 | |
| TS2VecLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 74.42 | |
| PatchTSTLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 74 | |
| SupervisedLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 73.86 | |
| PatchTSTProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 73.48 | |
| REBARLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 73.13 | |
| DSVAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 72.56 | |
| LFADSLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 72.21 | |
| SimMTMLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 69.42 | |
| SimCLRLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 63.38 | |
| SimCLRProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 61.98 |