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Learning ABCs: Approximate Bijective Correspondence for isolating factors of variation with weak supervision

Learning ABCs: Approximate Bijective Correspondence for isolating factors of variation with weak supervision

Representational learning forms the backbone of most deep learning applications, and the value of a learned representation is intimately tied to its information content regarding different factors of variation. Finding good representations depends on the nature of supervision and the learning algorithm. We propose a novel algorithm that utilizes a …