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arxiv: 1807.04162 · v3 · pith:3SQC33MUnew · submitted 2018-07-11 · 💻 cs.LG · cond-mat.stat-mech· stat.ML

TherML: Thermodynamics of Machine Learning

classification 💻 cs.LG cond-mat.stat-mechstat.ML
keywords learningmachinethermodynamicsworkclasscorrespondencedevelopdiscuss
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In this work we offer a framework for reasoning about a wide class of existing objectives in machine learning. We develop a formal correspondence between this work and thermodynamics and discuss its implications.

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