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Lingyu Shu

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Jul 2026

MSBraM: A Multi-scale Self-supervised Brain Foundation Model for Hierarchical EEG Dynamics Learning

Extensive experiments show that MSBraM achieves superior performance on other state-of-the-art pretrained models, demonstrating strong generalization and transferability, and indicate that explicitly modeling multi-scale temporal dynamics is critical for effective EEG foundation models.

Tao Zhou, Jing Han, Lingyu Shu et al. · 1 citation

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