\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}