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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Tong Zhang

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Book Open access Aug 2026

Neuro-SPO: Physically-Grounded and Affect-Aligned EEG-to-Keyword Decoding

The Neural Spectral-Physical Operator (Neuro-SPO), a robust framework that reframes EEG-to-Keyword decoding as a continuous representation learning problem, and introduces a Structure-Regularized Optimization strategy, employing the Affective Modulation Alignment and Topology-Preserving Ranking Objective to rectify the...

Zi-Hua Xu, C. L. Philip Chen, Tong Zhang · 0 citations
Book Open access Aug 2026

Neuro-SPO: Physically-Grounded and Affect-Aligned EEG-to-Keyword Decoding

Decoding semantic information from non-invasive EEG remains a formidable challenge in Brain-Computer Interfaces due to the low signal-to-noise ratio and the complex biophysics of neural dynamics. While large-scale pre-trained models like Whisper provide powerful generic temporal representations, they lack the domain-sp...

Zihua Xu, C. Chen, Tong Zhang · 0 citations

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