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Xiaorong Gao

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#artificial intelligence Preprint Oct 2026

Teaching neural decoders with language

Brain-computer interfaces decode neural activity, yet class-label supervision (CLS) leaves relationships among classes implicit. We propose Language as Supervision (LaS), which aligns neural features with natural-language class descriptions through learned projections and predicts classes using candidate text prototype...

Xuan-Zhi Wen, Yong-Hao Song, Yu-Hong Zhang et al. · 0 citations
Open access Aug 2026

Fuzzy Alignment Resolves Visual Representations From 1024-Channel Brain Recordings

FuzzyAlign, an alignment framework driven by fuzzy similarity, is proposed to establish a benchmark and explore the integration of large pretrained vision models with neural decoding, offering a high-performing and interpretable approach for bridging neural and artificial vision systems.

Yonghao Song, Chengjian Xu, Qingqing Zheng et al. · 0 citations

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