Search Results for author: A. B. Boyd

Found 2 papers, 1 papers with code

Thermodynamic Machine Learning through Maximum Work Production

no code implementations27 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.

BIG-bench Machine Learning

Identifying Functional Thermodynamics in Autonomous Maxwellian Ratchets

1 code implementation6 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

Cannot find the paper you are looking for? You can Submit a new open access paper.