Cognitive Load Classification on CLARE (LOSO)
76.8AccuracyMambaGaze
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MambaGazeCross-validation strategy=LOSO2026.05 | 76.8 | — | — | 55.4 | |
| CogAdaptScenario=C2026.05 | 73.6 | 62.6 | 79.9 | — | |
| CNNCross-validation strategy=LOSO2026.05 | 70.3 | — | — | 55.5 | |
| CogAdaptScenario=B2026.05 | 69.1 | 55.7 | 70.6 | — | |
| ECG-LightCNN2026.05 | 68.6 | 51.4 | 53.9 | — | |
| CogAdaptScenario=A2026.05 | 68.1 | 52.7 | 59.8 | — | |
| TransformerCross-validation strategy=LOSO2026.05 | 65 | — | — | 52.1 | |
| Transformer2026.05 | 62.3 | 49.6 | 50.6 | — |