Author

Huawen Hu

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Open access Aug 2026

FoME: A foundation model for EEG using adaptive temporal-lateral attention scaling.

FoME (Foundation Model for EEG), a novel approach using adaptive temporal-lateral attention scaling to address above-mentioned challenges, establishes a new paradigm for EEG analysis, offering a versatile foundation that advances brain-computer interfaces, clinical diagnostics, and cognitive research across neuroscienc...

En-Ze Shi, Kui Zhao, Qilong Yuan et al. · Computerized Medical Imaging... · 0 citations

#machine learning Preprint Aug 2026

Margin-Regularized Structured Semantic Alignment for Brain-Language Correspondence

This work proposes a margin-regularized structured semantic alignment framework that directly aligns brain embeddings with text embeddings in a shared semantic space, enabling retrieval-based decoding and enables explicit modeling of the correspondence between neural representations and language semantics.

Jia-Qi Wang, Hua-Wen Hu, Shu Zhang · 1 citation