diff --git a/publications/demo/druid_demo.aux b/publications/demo/druid_demo.aux
index 566512fd280..13c62905d66 100644
--- a/publications/demo/druid_demo.aux
+++ b/publications/demo/druid_demo.aux
@@ -14,12 +14,12 @@
 \global\let\hyper@last\relax 
 \gdef\HyperFirstAtBeginDocument#1{#1}
 \providecommand\HyField@AuxAddToFields[1]{}
-\citation{hunt2010zookeeper}
 \@writefile{toc}{\contentsline {section}{\numberline {1}Introduction}{1}{section.1}}
 \@writefile{toc}{\contentsline {subsection}{\numberline {1.1}The Need for Druid}{1}{subsection.1.1}}
-\@writefile{toc}{\contentsline {section}{\numberline {2}Architecture}{1}{section.2}}
+\citation{hunt2010zookeeper}
 \@writefile{lof}{\contentsline {figure}{\numberline {1}{\ignorespaces An overview of a Druid cluster and the flow of data through the cluster.}}{2}{figure.1}}
 \newlabel{fig:cluster}{{1}{2}{An overview of a Druid cluster and the flow of data through the cluster}{figure.1}{}}
+\@writefile{toc}{\contentsline {section}{\numberline {2}Architecture}{2}{section.2}}
 \@writefile{toc}{\contentsline {subsection}{\numberline {2.1}Real-time Nodes}{2}{subsection.2.1}}
 \@writefile{toc}{\contentsline {subsection}{\numberline {2.2}Historical Nodes}{2}{subsection.2.2}}
 \@writefile{toc}{\contentsline {subsection}{\numberline {2.3}Broker Nodes}{2}{subsection.2.3}}
@@ -31,21 +31,21 @@
 \@writefile{lot}{\contentsline {table}{\numberline {1}{\ignorespaces Sample sales data set.}}{3}{table.1}}
 \newlabel{tab:sample_data}{{1}{3}{Sample sales data set}{table.1}{}}
 \@writefile{toc}{\contentsline {subsection}{\numberline {2.6}Query Capabilities}{3}{subsection.2.6}}
-\@writefile{lof}{\contentsline {figure}{\numberline {2}{\ignorespaces Query latencies of production data sources.}}{3}{figure.2}}
-\newlabel{fig:query_latency}{{2}{3}{Query latencies of production data sources}{figure.2}{}}
 \@writefile{toc}{\contentsline {section}{\numberline {3}Performance}{3}{section.3}}
 \@writefile{toc}{\contentsline {subsection}{\numberline {3.1}Query Performance}{3}{subsection.3.1}}
+\@writefile{toc}{\contentsline {subsection}{\numberline {3.2}Data Ingestion Performance}{3}{subsection.3.2}}
 \bibstyle{abbrv}
 \bibdata{druid_demo}
 \bibcite{abadi2008column}{1}
 \bibcite{colantonio2010concise}{2}
 \bibcite{hunt2010zookeeper}{3}
 \bibcite{tomasic1993performance}{4}
+\@writefile{lof}{\contentsline {figure}{\numberline {2}{\ignorespaces Query latencies of production data sources.}}{4}{figure.2}}
+\newlabel{fig:query_latency}{{2}{4}{Query latencies of production data sources}{figure.2}{}}
 \@writefile{lof}{\contentsline {figure}{\numberline {3}{\ignorespaces Druid \& MySQL benchmarks -- 100GB TPC-H data.}}{4}{figure.3}}
 \newlabel{fig:tpch_100gb}{{3}{4}{Druid \& MySQL benchmarks -- 100GB TPC-H data}{figure.3}{}}
 \@writefile{lof}{\contentsline {figure}{\numberline {4}{\ignorespaces Combined cluster ingestion rates.}}{4}{figure.4}}
 \newlabel{fig:ingestion_rate}{{4}{4}{Combined cluster ingestion rates}{figure.4}{}}
-\@writefile{toc}{\contentsline {subsection}{\numberline {3.2}Data Ingestion Performance}{4}{subsection.3.2}}
 \@writefile{toc}{\contentsline {section}{\numberline {4}Demonstration Details}{4}{section.4}}
 \@writefile{toc}{\contentsline {subsection}{\numberline {4.1}Demo Setup}{4}{subsection.4.1}}
 \@writefile{toc}{\contentsline {subsection}{\numberline {4.2}Story}{4}{subsection.4.2}}
diff --git a/publications/demo/druid_demo.pdf b/publications/demo/druid_demo.pdf
index 6b3bb6961bf..1cd6008cc8e 100644
Binary files a/publications/demo/druid_demo.pdf and b/publications/demo/druid_demo.pdf differ
diff --git a/publications/demo/druid_demo.tex b/publications/demo/druid_demo.tex
index 888e66d70c0..052ad97b85f 100644
--- a/publications/demo/druid_demo.tex
+++ b/publications/demo/druid_demo.tex
@@ -78,12 +78,12 @@ Eric Tschetter\\
 Xavier Léauté\\
        \affaddr{Metamarkets Group, Inc.}\\
        \email{xavier@metamarkets.com}
+\and  % use '\and' if you need 'another row' of author names
 % 4th. author
 \alignauthor
 Nishant Bangarwa\\
        \affaddr{Metamarkets Group, Inc.}\\
        \email{nishant@metamarkets.com}
-\and  % use '\and' if you need 'another row' of author names
 % 5th. author
 \alignauthor
 Nelson Ray\\
@@ -94,19 +94,12 @@ Nelson Ray\\
 Gian Merlino\\
        \affaddr{Metamarkets Group, Inc.}\\
        \email{gian@metamarkets.com}
-\alignauthor
-Deep Ganguli\\
-       \affaddr{Metamarkets Group, Inc.}\\
-       \email{gian@metamarkets.com}
-\alignauthor
-Himadri Singh\\
-       \affaddr{Metamarkets Group, Inc.}\\
-       \email{gian@metamarkets.com}
 }
 % There's nothing stopping you putting the seventh, eighth, etc.
 % author on the opening page (as the 'third row') but we ask,
 % for aesthetic reasons that you place these 'additional authors'
 % in the \additional authors block, viz.
+\additionalauthors{Additional authors: Deep Ganguli (Metamarkets Group, Inc., {\texttt{deep@metamarkets.com}}), Himadri Singh (Metamarkets Group, Inc., {\texttt{himadri@metamarkets.com}}), Igal Levy (Metamarkets Group, Inc., {\texttt{igal@metamarkets.com}})}
 \date{14 March 2014}
 % Just remember to make sure that the TOTAL number of authors
 % is the number that will appear on the first page PLUS the
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