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 …

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 …

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 …

How different immersive environments affect intracortical brain computer interfaces

AF Tortolani, NG Kunigk, AR Sobinov… - Journal of Neural …, 2024 - iopscience.iop.org
Objective: As brain-computer interface (BCI) research advances, many new applications are
being developed. Tasks can be performed in different virtual environments, and whether a …

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 …

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 …

Reducing power requirements for high-accuracy decoding in iBCIs

BM Karpowicz, B Bhaduri… - Journal of Neural …, 2024 - iopscience.iop.org
Objective. Current intracortical brain-computer interfaces (iBCIs) rely predominantly on
threshold crossings ('spikes') for decoding neural activity into a control signal for an external …

Representation of verbal thought in motor cortex and implications for speech neuroprostheses

EM Kunz, B Meschede-Krasa, F Kamdar, D Avansino… - bioRxiv, 2024 - biorxiv.org
Speech brain-computer interfaces show great promise in restoring communication for
people who can no longer speak, but have also raised privacy concerns regarding their …