231 citations · 245 across the 3 of their papers we have counts for
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cs.LG2022★ 6 cited
Gacs-Korner Common Information Variational Autoencoder
Michael Kleinman, Alessandro Achille, Stefano Soatto +1
We propose a notion of common information that allows one to quantify and separate the information that is shared between two random variables from the information that is unique t…
cs.LG2020★ 8 cited
Usable Information and Evolution of Optimal Representations During Training
Michael Kleinman, Alessandro Achille, Daksh Idnani +1
We introduce a notion of usable information contained in the representation learned by a deep network, and use it to study how optimal representations for the task emerge during tr…