The geometry of robustness in spiking neural networks

Neural systems are remarkably robust against various perturbations, a phenomenon that still requires a clear explanation. Here, we graphically illustrate how neural networks can become robust. We study spiking networks that generate low-dimensional representations, and we show that the neurons’ subt...

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Bibliographic Details
Main Authors: Nuno Calaim, Florian A Dehmelt, Pedro J Gonçalves, Christian K Machens
Format: Article
Language:English
Published: eLife Sciences Publications Ltd 2022-05-01
Series:eLife
Subjects:
Online Access:https://elifesciences.org/articles/73276