302 citations · 458 across the 6 of their papers we have counts for
7 papers
From Signals to Trajectories: A Primer on Low-Dimensional Dynamics in Human EEG and MEG
Vanessa Hadid, Hamza Abdelhedi, Annalisa Pascarella +3
Neural activity unfolds not as a set of independent signals, but as a coordinated dynamical process that can be described as a point moving through a high-dimensional state space.…
Toward Next-Generation Artificial Intelligence: Catalyzing the NeuroAI Revolution
Anthony Zador, Sean Escola, Blake Richards +24
Neuroscience has long been an essential driver of progress in artificial intelligence (AI). We propose that to accelerate progress in AI, we must invest in fundamental research in…
Macroscopic Dynamics of Neural Networks with Heterogeneous Spiking Thresholds
Richard Gast, Sara A. Solla, Ann Kennedy
Mean-field theory links the physiological properties of individual neurons to the emergent dynamics of neural population activity. These models provide an essential tool for studyi…
Effects of Neural Heterogeneity on Spiking Neural Network Dynamics
Richard Gast, Sara A. Solla, Ann Kennedy
The brain is composed of complex networks of interacting neurons that express considerable heterogeneity in their physiology and spiking characteristics. How does neural heterogene…
Adversarial Domain Adaptation for Stable Brain-Machine Interfaces
Ali Farshchian, Juan A. Gallego, Joseph P. Cohen +3
Brain-Machine Interfaces (BMIs) have recently emerged as a clinically viable option to restore voluntary movements after paralysis. These devices are based on the ability to extrac…
Many Attractors, Long Chaotic Transients, and Failure in Small-World Networks of Excitable Neurons
Hermann Riecke, Alex Roxin, Santiago Madruga +1
We study the dynamical states that emerge in a small-world network of recurrently coupled excitable neurons through both numerical and analytical methods. These dynamics depend in…
Self-sustained activity in a small-world network of excitable neurons
Alex Roxin, Hermann Riecke, Sara A. Solla
We study the dynamics of excitable integrate-and-fire neurons in a small-world network. At low densities of directed random connections, a localized transient stimulus results…