309 citations · 896 across the 12 of their papers we have counts for
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cs.LG2012★ 98 cited
What Regularized Auto-Encoders Learn from the Data Generating Distribution
Guillaume Alain, Yoshua Bengio
What do auto-encoders learn about the underlying data generating distribution? Recent work suggests that some auto-encoder variants do a good job of capturing the local manifold st…
cs.LG2012★ 15 cited
Implicit Density Estimation by Local Moment Matching to Sample from Auto-Encoders
Yoshua Bengio, Guillaume Alain, Salah Rifai
Recent work suggests that some auto-encoder variants do a good job of capturing the local manifold structure of the unknown data generating density. This paper contributes to the m…