The constructive role of diversity on the global response of coupled neuron systems
T. Perez, C. R. Mirasso, R. Toral, J. D. Gunton

TL;DR
This paper investigates how diversity among coupled excitable neurons influences their collective response to external signals, highlighting the impact of interaction type and providing a mean-field theory for diffusive coupling.
Contribution
It introduces a mean-field theoretical framework to analyze the effect of heterogeneity in coupled neuron systems with different interaction types.
Findings
Heterogeneity enhances the collective response of neuron systems.
The interaction type critically affects the system's response to external signals.
Mean-field theory accurately predicts numerical results for diffusive coupling.
Abstract
We study the effect that the heterogeneity present among the elements of an ensemble of coupled excitable neurons have on the collective response of the system to an external signal. We have considered two different interaction scenarios, one in which the neurons are diffusively coupled and another in which the neurons interact via pulse-like signals. We found that the type of interaction between the neurons has a crucial role in determining the response of the system to the external modulation. We develop a mean-field theory based on an order parameter expansion that quantitatively reproduces the numerical results in the case of diffusive coupling.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
Topicsstochastic dynamics and bifurcation · Neural dynamics and brain function · Nonlinear Dynamics and Pattern Formation
