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Classification on BCIC-2A 9 subjects

50.66Weighted F1TEACHER
14.592823.956433.3242.6836Jan 24, 2026

Evaluation results

MethodLinks
TEACHERBackbone=EEGPT2026.0150.66
IND +TSKD(CE)Distillation Strategy=Task-Specific Knowledge Distillation, Loss Function=Cross Entropy2026.0126.73
IND +TSKDDistillation Strategy=Task-Specific Knowledge Distillation2026.0126.12
IND +VKDDistillation Strategy=Variable KD2026.0125.86
IND +KDDistillation Strategy=Knowledge Distillation2026.0124.95
INDDistillation=None2026.0124.22
IND +RDIMKDDistillation Strategy=Relationship Distillation2026.0123.91
IND +TOFDDistillation Strategy=Task-Oriented Feature Distillation2026.0123.88
IND +TEDDistillation Strategy=Task-aware Embedding Distillation2026.0123.67
IND +SIMKDDistillation Strategy=Similarity KD2026.0115.98