How Far Are We From the Realization of Non-Invasive Speech BCIs? A Deep Learning Scaling Law-Guided Clinical Analysis

Early brain-computer interfaces (BCIs) based on motor imagery have achieved notable success. Since 2023, pioneering work on high-performance BCIs - speech BCIs - has garnered widespread attention. These BCIs enable real-time translation of spontaneous

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Publication Details

Published
2025-08-22
DOI
https://doi.org/10.22541/au.175584705.58359140/v1
Primary Topic
Speech and dialogue systems
Type
article
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How Far Are We From the Realization of Non-Invasive Speech BCIs? A Deep Learning Scaling Law-Guided Clinical Analysis

Xia Liang, Bing Qin, T. J. Jiang, Yu Bao et al.
Speech and dialogue systems
article

How Far Are We From the Realization of Non-Invasive Speech BCIs? A Deep Learning Scaling Law-Guided Clinical Analysis

Xia Liang, Bing Qin, T. J. Jiang, Yu Bao, Ting Liu, Kai Xiong, Juntong Du, Xiao Ding, Zihan Zhang
article en

Abstract

Early brain-computer interfaces (BCIs) based on motor imagery have achieved notable success. Since 2023, pioneering work on high-performance BCIs - speech BCIs - has garnered widespread attention. These BCIs enable real-time translation of spontaneous

Harbin Medical University (CN), Harbin Institute of Technology (CN), First Affiliated Hospital of Harbin Medical University (CN)
Peace, Justice and strong institutions
Openalex Percentile: Top 89%
Speech and dialogue systems
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