Author

Jiaqi Wang

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#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