--- a/writeup/mlj_submission.tex	Wed Sep 29 21:06:47 2010 -0400
+++ b/writeup/mlj_submission.tex	Thu Sep 30 17:43:48 2010 -0400
@@ -99,7 +99,7 @@
 learning, often in an greedy layer-wise ``unsupervised pre-training''
 stage~\citep{Bengio-2009}.  One of these layer initialization techniques,
 applied here, is the Denoising
-Auto-encoder~(DA)~\citep{VincentPLarochelleH2008-very-small} (see Figure~\ref{fig:da}), 
+Auto-encoder~(DA)~\citep{VincentPLarochelleH2008} (see Figure~\ref{fig:da}), 
 which
 performed similarly or better than previously proposed Restricted Boltzmann
 Machines in terms of unsupervised extraction of a hierarchy of features