346 citations · 450 across the 13 of their papers we have counts for
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cs.LG2018★ 20 cited
TherML: Thermodynamics of Machine Learning
Alexander A. Alemi, Ian Fischer
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 thermodynami…
stat.ML2018
GILBO: One Metric to Measure Them All
Alexander A. Alemi, Ian Fischer
We propose a simple, tractable lower bound on the mutual information contained in the joint generative density of any latent variable generative model: the GILBO (Generative Inform…