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Entropy production of Multivariate Ornstein-Uhlenbeck processes correlates with consciousness levels in the human brain
Consciousness is supported by complex patterns of brain activity which are indicative of irreversible non-equilibrium dynamics.
Model-based machine learning of critical brain dynamics
Criticality can be exactly demonstrated in certain models of brain activity, yet it remains challenging to identify in empirical data.
Cognitive forces shape the dynamics of word usage across multiple languages
The analysis of thousands of time series in different languages reveals that word usage presents oscillations with a prevalence of 16-year cycles, mounted on slowly varying trends.
Non-equilibrium brain dynamics as a signature of consciousness
The cognitive functions of human and non-human primates rely on the dynamic interplay of distributed neural assemblies.
Unconsciousness reconfigures modular brain network dynamics
The dynamic core hypothesis posits that consciousness is correlated with simultaneously integrated and differentiated assemblies of transiently synchronized brain regions.
Generative embeddings of brain collective dynamics using variational autoencoders
We consider the problem of encoding pairwise correlations between coupled dynamical systems in a low-dimensional latent space based on few distinct observations.
Neurons and Cognition
