mlsanityData to 14 Oct 2026

Entropy production of Multivariate Ornstein-Uhlenbeck processes correlates with consciousness levels in the human brain

arXiv 2207.05197 ↗First posted 11 Jul 2022q-bio.NCcited by 2

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Abstract (arXiv)

Consciousness is supported by complex patterns of brain activity which are indicative of irreversible non-equilibrium dynamics. While the framework of stochastic thermodynamics has facilitated the understanding of physical systems of this kind, its application to infer the level of consciousness from empirical data remains elusive. We faced this challenge by calculating entropy production in a multivariate Ornstein-Uhlenbeck process fitted to fMRI brain activity recordings. To test this approach, we focused on the transition from wakefulness to deep sleep, revealing a monotonous relationship between entropy production and the level of consciousness. Our results constitute robust signatures of consciousness while also advancing our understanding of the link between consciousness and complexity from the fundamental perspective of statistical physics.

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). First posted on arXiv 11 Jul 2022.

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