Criticality at work: scaling in the mouse cortex enhances performance
Gustavo G. Cambrainha, Daniel M. Castro, Nivaldo A. P. de Vasconcelos, Pedro Carelli, Mauro Copelli

TL;DR
This study demonstrates that critical neural dynamics in the mouse visual cortex are linked to improved behavioral performance, with scaling signatures diminishing when task conditions are altered.
Contribution
It provides the first direct evidence connecting criticality in cortical activity to behavioral performance in a visual recognition task.
Findings
Scaling in neuronal activity correlates with successful task completion.
Disruption of natural stimuli reduces criticality signatures.
Critical dynamics are essential for optimal cortical processing.
Abstract
The critical brain hypothesis posits that neural systems operate near a phase transition, optimizing the processing of information. While scale invariance and non-Gaussian dynamics--hallmarks of criticality--have been observed in brain activity, a direct link between criticality and behavioral performance remains unexplored. Here, we use a phenomenological renormalization group approach to examine neuronal activity in the primary visual cortex of mice performing a visual recognition task. We show that nontrivial scaling in neuronal activity is associated with enhanced task performance, with pronounced scaling observed during successful task completion. When rewards were removed or non-natural stimuli presented, scaling signatures diminished. These results suggest that critical dynamics in the brain is crucial for optimizing behavioral outcomes, offering new insights into the functional…
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
TopicsNeural dynamics and brain function · Neural Networks and Applications · Neurobiology and Insect Physiology Research
