Classification on BCIC-2B 9 subjects
80.51AUROCTEACHER
Evaluation results
| Method | Links | |
|---|---|---|
| TEACHERBackbone=EEGPT2026.01 | 80.51 | |
| IND +TSKDDistillation Strategy=Task-Specific Knowledge Distillation2026.01 | 70.33 | |
| IND +RDIMKDDistillation Strategy=Relationship Distillation2026.01 | 69.78 | |
| IND +TSKD(CE)Distillation Strategy=Task-Specific Knowledge Distillation, Loss Function=Cross Entropy2026.01 | 69.78 | |
| INDDistillation=None2026.01 | 68.79 | |
| IND +KDDistillation Strategy=Knowledge Distillation2026.01 | 67.76 | |
| IND +TOFDDistillation Strategy=Task-Oriented Feature Distillation2026.01 | 67.59 | |
| IND +TEDDistillation Strategy=Task-aware Embedding Distillation2026.01 | 67.42 | |
| IND +VKDDistillation Strategy=Variable KD2026.01 | 67.29 | |
| IND +SIMKDDistillation Strategy=Similarity KD2026.01 | 57.91 |