Claims / C-NNYVXRBWEQ

EmpiricalRequires evidence

Near-criticality is the best-motivated operating point for a neural network in models, and in brains the data are consistent with it without establishing it. At a second-order phase transition a system keeps correlations up to system size while both dwelling in metastable states and moving among many of them; below the transition it freezes into ordered domains, above it correlations vanish. A network of excitable elements tuned to a branching ratio near one has the widest dynamic range, sensitive to weak input without saturating on strong input; subcritical networks cannot sustain input and supercritical ones explode. In brains, neuronal avalanche sizes follow a power law matching a critical branching process and fMRI correlation networks are scale-free. But summed Poisson processes or anatomy-driven waves can mimic the avalanche statistics, the fMRI results admit other readings, and the mechanism had no formal account. The signatures are necessary for criticality, not sufficient.

Collective intelligence

Evidence 6 passages

  • groundsThe Brain: What is Critical About It?, Dante R. Chialvo et al.

    staying long periods of time in a given meta-stable state but also exploring a large diversity of such states
  • groundsThe Brain: What is Critical About It?, Dante R. Chialvo et al.

    This agrees exactly with the theoretical expectation for a critical branching process
  • groundsThe Brain: What is Critical About It?, Dante R. Chialvo et al.

    Although these results admit a few other interpretations
  • groundsThe Brain: What is Critical About It?, Dante R. Chialvo et al.

    there is no theoretical formalization of these results as of yet
  • groundsThe Brain: What is Critical About It?, Dante R. Chialvo et al.

    It is only in between these two extremes that the networks have the largest dynamic range
  • groundsThe Brain: What is Critical About It?, Dante R. Chialvo et al.

    in subcritical ones are unable to sustain any input pattern

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