no code implementations • 27 Jun 2020 • A. B. Boyd, J. P. Crutchfield, M. Gu
We introduce the thermodynamic principle that work production is the most relevant performance metric for an adaptive physical agent and compare the results to the maximum-likelihood principle that guides machine learning.
1 code implementation • 6 Jul 2015 • A. B. Boyd, D. Mandal, J. P. Crutchfield
We introduce a family of Maxwellian Demons for which correlations among information bearing degrees of freedom can be calculated exactly and in compact analytical form.
Statistical Mechanics Dynamical Systems Chaotic Dynamics Biological Physics Chemical Physics