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Yijian Pan

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Preprint Aug 2026

EEG2MOTION: Towards Open-Vocabulary Human Motion Synthesis from Non-invasive Brain Signals

This work proposes EEG-conditioned Masked Motion Model (EMMM), a generative framework that unites an EEG encoder with a motion decoder to synthesize continuous, full-body human motions directly from brain activity, opening a new direction toward generative and open-vocabulary motor BCIs.

Yulong Peng, Yijian Pan, Yuqi Yang et al. · 0 citations