mlsanityData to 14 Oct 2026

Disentangling the critical signatures of neural activity

arXiv 2105.05070 ↗First posted 11 May 2021cond-mat.stat-mech physics.bio-ph q-bio.NCcited by 1

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Abstract (arXiv)

The critical brain hypothesis has emerged as an attractive framework to understand neuronal activity, but it is still widely debated. In this work, we analyze data from a multi-electrodes array in the rat's cortex and we find that power-law neuronal avalanches satisfying the crackling-noise relation coexist with spatial correlations that display typical features of critical systems. In order to shed a light on the underlying mechanisms at the origin of these signatures of criticality, we introduce a paradigmatic framework with a common stochastic modulation and pairwise linear interactions inferred from our data. We show that in such models power-law avalanches that satisfy the crackling noise relation emerge as a consequence of the extrinsic modulation, whereas scale-free correlations are solely determined by internal interactions. Moreover, this disentangling is fully captured by the mutual information in the system. Finally, we show that analogous power-law avalanches are found in more realistic models of neural activity as well, suggesting that extrinsic modulation might be a broad mechanism for their generation.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). First posted on arXiv 11 May 2021.

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