4.7k citations · 10.6k across the 33 of their papers we have counts for
Showing 2012Show all
2 papers · 1 filter
cs.LG2012★ 209 cited
Better Mixing via Deep Representations
Yoshua Bengio, Grégoire Mesnil, Yann Dauphin +1
It has previously been hypothesized, and supported with some experimental evidence, that deeper representations, when well trained, tend to do a better job at disentangling the und…
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…