Graph neural network based on brain inspired forward-forward …
Within the development of brain-computer interface (BCI) systems, it is crucial to consider the impact of brain network dynamics and neural signal transmission mechanisms on …
GitHub - yi-ding-cs/LGG: [TNNLS-2023] This is the PyTorch ...
It is a neurologically inspired graph neural network to learn local-global-graph representations from Electroencephalography (EEG) for a Brain-Computer Interface (BCI). Fig.1 LGGNet …
Non-Invasive Brain-Computer Interfaces: State of the Art and …
In this review, we provide an overview of the general BCI framework as well as the various methods that can be used to record neural activity, extract signals of interest, and decode …
ALGGNet: An adaptive local-global-graph representation network …
Feb 28, 2025 · To investigate brain activity within and between functional regions, we propose an adaptive local-global graph representation network (ALGGNet). This network suits brain …
A reliability-enhanced Brain–Computer Interface via Mixture-of-Graphs …
In this study, the Mixture-of-Graphs-driven Information Fusion (MGIF) is presented as a novel framework that enhances the reliability of BCI systems.
LGGNet: Learning from Local-Global-Graph Representations for Brain …
May 5, 2021 · To learn the brain activities within and among different functional areas of the brain, we propose LGGNet, a novel neurologically inspired graph neural network, to learn local …
Effect of Brain Computer Interface Training on Frontoparietal …
Apr 22, 2025 · Brain computer interface (BCI) is a technology that translates brain activity into motor commands for controlling external devices ... indicating functional connectivity. The …
Terahertz brain–computer interfaces - Nature
Jan 28, 2025 · Brain–computer interfaces (BCIs) face data and transmission limitations. Terahertz (THz) waves offer high-resolution brain imaging and terabit-per-second wireless data transfer, …
Explainable multi-frequency and multi-region fusion model for …
1 day ago · An affective brain-computer interface (aBCI) has demonstrated great potential in the field of emotion recognition. However, existing aBCI models encounter significant challenges …
(PDF) Revolutionizing Brain-Computer Interfaces The …
Jan 7, 2025 · Brain-computer interfaces (BCIs) are at the forefront of technological innovation, enabling direct communication between the brain and external devices to address challenges …