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Sep 2026

NDIB-Sim: A Multimodal Bidirectional PINN Model for Simulating Brain Dynamics.

Constructing dynamic virtual brain models is essential for understanding brain functions and pathological mechanisms, crucial in computational neuroscience. Current modeling methods can be grouped into two paradigms: deep learning models for accurate simulation, and neural dynamics models emphasizing physiological inte...

Lan Yang, Xiao-Yu Cui, Ting Li et al. · 0 citations
Conference Open access Aug 2026

EITransformer: A Neurophysiology-Constrained Gray-Box Transformer for High-Fidelity EEG Generation

Understanding and simulating spontaneous brain activity is a central goal in neuroscience. Conventional neural mass models are interpretable but rely on fixed equations, which limits their ability to capture individual-specific nonlinear dynamics. Purely data-driven approaches fit data well but ignore the critical neur...

Xiaolong Cui, Jian-Hui Xue, Lan Yan et al. · 0 citations

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