avnacé aia, remerciement notations, notes

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diff --git a/ACSAC/figures/fig_advdebias_fair.tex b/ACSAC/figures/fig_advdebias_fair.tex
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+\begin{figure}[!htb]
+    \centering
+    \begin{minipage}[b]{1\linewidth}
+    \centering
+    \subfigure[\census (\race)]{
+    \includegraphics[width=0.49\linewidth]{ACSAC/figures/advdebias/census/census_advdeb_dp_lvl_race.pdf}
+    }%
+    \subfigure[\census (\sex)]{
+    \includegraphics[width=0.49\linewidth]{ACSAC/figures/advdebias/census/census_advdeb_dp_lvl_sex.pdf}
+    }
+    \end{minipage}\\
+
+    \begin{minipage}[b]{1\linewidth}
+    \centering
+    \subfigure[\compas (\race)]{
+    \includegraphics[width=0.49\linewidth]{ACSAC/figures/advdebias/compas/compas_advdeb_dp_lvl_race.pdf}
+    }%
+    \subfigure[\compas (\sex)]{
+    \includegraphics[width=0.49\linewidth]{ACSAC/figures/advdebias/compas/compas_advdeb_dp_lvl_sex.pdf}
+    }
+    \end{minipage}\\
+
+    \begin{minipage}[b]{1\linewidth}
+    \centering
+    \subfigure[\meps (\race)]{
+    \includegraphics[width=0.49\linewidth]{ACSAC/figures/advdebias/meps/meps_advdeb_dp_lvl_race.pdf}
+    }%
+    \subfigure[\meps (\sex)]{
+    \includegraphics[width=0.49\linewidth]{ACSAC/figures/advdebias/meps/meps_advdeb_dp_lvl_sex.pdf}
+    }
+    \end{minipage}\\
+
+
+    \begin{minipage}[b]{1\linewidth}
+    \centering
+    \subfigure[\lfw (\race)]{
+    \includegraphics[width=0.49\linewidth]{ACSAC/figures/advdebias/lfw/lfw_advdeb_dp_lvl_race.pdf}
+    }%
+    \subfigure[\lfw (\sex)]{
+    \includegraphics[width=0.49\linewidth]{ACSAC/figures/advdebias/lfw/lfw_advdeb_dp_lvl_sex.pdf}
+    }
+    \end{minipage}
+
+    \caption{\dempar-Level for \advdebias: We observe that \dempar-Level is lower for \advdebias indicating $\targetmodel$ is fair.}
+    \label{fig:DemParAdvDebias2}
+\end{figure}
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