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 …

An emerging view of neural geometry in motor cortex supports high-performance decoding

SM Perkins, EA Amematsro, J Cunningham, Q Wang… - eLife, 2025 - elifesciences.org
Decoders for brain-computer interfaces (BCIs) assume constraints on neural activity, chosen
to reflect scientific beliefs while yielding tractable computations. Recent scientific advances …

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 …

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 …

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 …

The expanding repertoire of brain–computer interfaces

NF Ramsey, MJ Vansteensel - Nature Medicine, 2025 - nature.com
The expanding repertoire of brain–computer interfaces | Nature Medicine Skip to main content
Thank you for visiting nature.com. You are using a browser version with limited support for …

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 …

An instantaneous voice synthesis neuroprosthesis

M Wairagkar, NS Card, T Singer-Clark, X Hou… - …, 2024 - pmc.ncbi.nlm.nih.gov
Brain computer interfaces (BCIs) have the potential to restore communication to people who
have lost the ability to speak due to neurological disease or injury. BCIs have been used to …

Brain and Cognitive Science Inspired Deep Learning: A Comprehensive Survey

Z Zhang, X Ding, X Liang, Y Zhou… - IEEE Transactions on …, 2025 - ieeexplore.ieee.org
Deep learning (DL) is increasingly viewed as a foundational methodology for advancing
Artificial Intelligence (AI). However, its interpretability remains limited, and it often …