--- a/writeup/nips2010_submission.tex	Mon May 31 13:59:11 2010 -0400
+++ b/writeup/nips2010_submission.tex	Mon May 31 17:57:45 2010 -0400
@@ -116,6 +116,7 @@
 part, from blur to contrast, adds different kinds of noise.
 
 {\large\bf Transformations}\\
+
 {\bf Slant.} 
 We mimic slant by shifting each row of the image
 proportionnaly to its height: $shift = round(slant \times height)$.  
@@ -180,6 +181,7 @@
 Here $pinch \sim U[-complexity, 0.7 \times complexity]$.\\
 
 {\large\bf Injecting Noise}\\
+
 {\bf Motion Blur.}
 This GIMP filter is a ``linear motion blur'' in GIMP
 terminology, with two parameters, $length$ and $angle$. The value of
@@ -552,7 +554,8 @@
 \label{fig:improvements-charts}
 \end{figure}
 
-
+A Flash demo of the recognizer (where both the MLP and the SDA can be compared) 
+can be executed on-line at {\tt http://deep.host22.com}.
 
 \section{Conclusions}