555 citations · 1.7k across the 35 of their papers we have counts for
Showing 2012 · cs.LGShow all
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cs.LG2012★ 43 cited
A Generative Process for Sampling Contractive Auto-Encoders
Salah Rifai, Yoshua Bengio, Yann Dauphin +1
The contractive auto-encoder learns a representation of the input data that captures the local manifold structure around each data point, through the leading singular vectors of th…
cs.LG2012★ 106 cited
Representation Learning: A Review and New Perspectives
Yoshua Bengio, Aaron Courville, Pascal Vincent
The success of machine learning algorithms generally depends on data representation, and we hypothesize that this is because different representations can entangle and hide more or…