title: TherML: The Thermodynamics of Machine Learning
abstract: In this work we offer an information-theoretic framework for representation learning that connects with a wide class of existing objectives in machine learning. We develop a formal correspondence between this work and thermodynamics and discuss its implications.
authors: Alexander A. Alemi Ian Fischer
hIndex: Alexander A. Alemi 21