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cs.LG2019★ 274 cited
On Mutual Information Maximization for Representation Learning
Michael Tschannen, Josip Djolonga, Paul K. Rubenstein +2
Many recent methods for unsupervised or self-supervised representation learning train feature extractors by maximizing an estimate of the mutual information (MI) between different…
cs.LG2015
The VC-Dimension of Similarity Hypotheses Spaces
Mark Herbster, Paul Rubenstein, James Townsend
Given a set and a function which labels each element of with either or , we may define a function to measure the similarity of…