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cs.LG2026
Integrating Language Models into Listened and Imagined Speech Decoding from MEG
Maryam Maghsoudi, Sai Samrat Kankanala, Shihab A. Shamma +1
Decoding imagined speech is an important goal for brain-computer interfaces but remains challenging due to weak neural responses, low signal-to-noise ratio, and limited imagined-sp…
cs.LG2026
Zero-Shot Imagined Speech Decoding via Imagined-to-Listened MEG Mapping
Maryam Maghsoudi, Shihab Shamma
Decoding imagined speech from non-invasive brain recordings is challenging because imagined datasets are scarce and difficult to align temporally across subjects and sessions In th…