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Can Brain Signals Reveal Inner Alignment with Human Languages?
May 7, 2024, 4:45 a.m. | William Han, Jielin Qiu, Jiacheng Zhu, Mengdi Xu, Douglas Weber, Bo Li, Ding Zhao
cs.LG updates on arXiv.org arxiv.org
Abstract: Brain Signals, such as Electroencephalography (EEG), and human languages have been widely explored independently for many downstream tasks, however, the connection between them has not been well explored. In this study, we explore the relationship and dependency between EEG and language. To study at the representation level, we introduced \textbf{MTAM}, a \textbf{M}ultimodal \textbf{T}ransformer \textbf{A}lignment \textbf{M}odel, to observe coordinated representations between the two modalities. We used various relationship alignment-seeking techniques, such as Canonical Correlation Analysis and …
alignment arxiv brain brain signals cs.ai cs.cl cs.lg human languages q-bio.nc type
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