Jincan Zhang

Rectifying Gradient Trajectories: A Hierarchical Geometric Framework with Structural Constraints for Few-Shot EEG Adaptation

Few-shot EEG domain adaptation faces severe data heterogeneity and optimization instability. While prevalent "symmetric alignment" methods typically seek a compromised shared subspace, they often falter when domain discrepancies are vast, leading to mutual interference and negative transfer. To over…