Semantic Alignment of EEG and Text: A Contrastive Learning Framework for Decoding Imagined Speech

Shahryar G. Namdari, Francesco Iacomi, Riccardo Barbieri +1

Imagined speech decoding from EEG offers a promising route toward naturalistic brain-computer interfaces. Traditional closed-set classifiers treat semantic categories as independen…