Decoding the brain: From neural representations to mechanistic models

MW Mathis, AP Rotondo, EF Chang, AS Tolias… - Cell, 2024 - cell.com
A central principle in neuroscience is that neurons within the brain act in concert to produce
perception, cognition, and adaptive behavior. Neurons are organized into specialized brain …

Restoring Speech Using Brain–Computer Interfaces

SD Stavisky - Annual Review of Biomedical Engineering, 2025 - annualreviews.org
People who have lost the ability to speak due to neurological injuries would greatly benefit
from assistive technology that provides a fast, intuitive, and naturalistic means of …

A high-performance brain–computer interface for finger decoding and quadcopter game control in an individual with paralysis

MS Willsey, NP Shah, DT Avansino, NV Hahn… - Nature Medicine, 2025 - nature.com
People with paralysis express unmet needs for peer support, leisure activities and sporting
activities. Many within the general population rely on social media and massively multiplayer …

A brain-to-text framework for decoding natural tonal sentences

D Zhang, Z Wang, Y Qian, Z Zhao, Y Liu, X Hao, W Li… - Cell Reports, 2024 - cell.com
Speech brain-computer interfaces (BCIs) directly translate brain activity into speech sound
and text. Despite successful applications in non-tonal languages, the distinct syllabic …

Simple decoding of behavior from a complicated neural manifold

SM Perkins, JP Cunningham, Q Wang, MM Churchland - BioRxiv, 2023 - biorxiv.org
Decoders for brain-computer interfaces (BCIs) assume constraints on neural activity, chosen
to reflect scientific beliefs while yielding tractable computations. We document how low …

Effective phoneme decoding with hyperbolic neural networks for high-performance speech BCIs

X Tan, Q Lian, J Zhu, J Zhang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Objective: Speech brain-computer interfaces (speech BCIs), which convert brain signals into
spoken words or sentences, have demonstrated great potential for high-performance BCI …

Learning to operate an imagined speech Brain-Computer Interface involves the spatial and frequency tuning of neural activity

K Bhadra, AL Giraud, S Marchesotti - Communications Biology, 2025 - nature.com
Abstract Brain-Computer Interfaces (BCI) will revolutionize the way people with severe
impairment of speech production can communicate. While current efforts focus on training …

Decoding finger velocity from cortical spike trains with recurrent spiking neural networks

T Liu, J Gygax, J Rossbroich, Y Chua… - … Circuits and Systems …, 2024 - ieeexplore.ieee.org
Invasive cortical brain-machine interfaces (BMIs) can significantly improve the life quality of
motor-impaired patients. Nonetheless, externally mounted pedestals pose an infection risk …

Wearable intelligent throat enables natural speech in stroke patients with dysarthria

C Tang, S Gao, C Li, W Yi, Y **, X Zhai, S Lei… - arxiv preprint arxiv …, 2024 - arxiv.org
Wearable silent speech systems hold significant potential for restoring communication in
patients with speech impairments. However, seamless, coherent speech remains elusive …

The expanding repertoire of brain–computer interfaces

NF Ramsey, MJ Vansteensel - Nature Medicine, 2025 - nature.com
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