ʻŌiwi Parker Jones

MEG-XL: Data-Efficient Brain-to-Text via Long-Context Pre-Training

Clinical brain-to-text interfaces are designed for paralysed patients who cannot provide extensive training recordings. Pre-training improves data-efficient generalisation by learning statistical priors across subjects, but these priors critically depend on context. While natural speech might unfold…