Reference-Conditioned Healthy-Like EEG Reconstruction Using Movement-Aware CycleGAN for Motor Imagery BCI

Proposes a movement-aware, reference-conditioned CycleGAN to reconstruct healthy-like EEG from stroke motor-imagery EEG using movement-matched healthy references and anti-copy and movement-consistency constraints, with subject-level holdout evaluation to reduce data leakage and separately assess healthy-domain similarity and movement preservation.