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% \begin{figure}[!htb]
% \centering
% \begin{minipage}[b]{\linewidth}
% \centering
% \subfigure[\census (\race)]{
% \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/census/census_advdeb_attack_soft_experimental_race.pdf}
% }%
% \subfigure[\census (\sex)]{
% \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/census/census_advdeb_attack_soft_experimental_sex.pdf}
% }
% \end{minipage}%
% \begin{minipage}[b]{\linewidth}
% \centering
% \subfigure[\compas (\race)]{
% \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/compas/compas_advdeb_attack_soft_experimental_race.pdf}
% }%
% \subfigure[\compas (\sex)]{
% \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/compas/compas_advdeb_attack_soft_experimental_sex.pdf}
% }
% \end{minipage}%
% \begin{minipage}[b]{\linewidth}
% \centering
% \subfigure[\meps (\race)]{
% \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/meps/meps_advdeb_attack_soft_experimental_race.pdf}
% }%
% \subfigure[\meps (\sex)]{
% \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/meps/meps_advdeb_attack_soft_experimental_sex.pdf}
% }
% \end{minipage}%
% \begin{minipage}[b]{\linewidth}
% \centering
% \subfigure[\lfw (\race)]{
% \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/lfw/lfw_advdeb_attack_soft_experimental_race.pdf}
% }%
% \subfigure[\lfw (\sex)]{
% \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/lfw/lfw_advdeb_attack_soft_experimental_sex.pdf}
% }
% \end{minipage}%
% \caption{%For both \adaptiveAIASoft and \adaptiveAIAHard, w
% We observe that \advdebias reduces the attack accuracy to random guess ($\sim$50\%). %Additionally for \adaptiveAIAHard, the theoretical bound on attack accuracy (``Theory'') matches with the empirical results (``Empirical'').
% }
% \label{fig:AdaptAIADebias}
% \end{figure}
\begin{figure*}[!htb]
\centering
\begin{minipage}[b]{0.49\linewidth}
\centering
\subfigure[\adaptiveAIASoft: \census (\race)]{
\includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/census/census_advdeb_attack_soft_experimental_race.pdf}
}%
\subfigure[\adaptiveAIASoft: \census (\sex)]{
\includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/census/census_advdeb_attack_soft_experimental_sex.pdf}
}
\end{minipage}%
\begin{minipage}[b]{0.49\linewidth}
\centering
\subfigure[\adaptiveAIAHard: \census (\race)]{
\includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/census/census_advdeb_attack_hard_race.pdf}
}%
\subfigure[\adaptiveAIAHard: \census (\sex)]{
\includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/census/census_advdeb_attack_hard_sex.pdf}
}
\end{minipage}\\
\begin{minipage}[b]{0.49\linewidth}
\centering
\subfigure[\adaptiveAIASoft: \compas (\race)]{
\includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/compas/compas_advdeb_attack_soft_experimental_race.pdf}
}%
\subfigure[\adaptiveAIASoft: \compas (\sex)]{
\includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/compas/compas_advdeb_attack_soft_experimental_sex.pdf}
}
\end{minipage}%
\begin{minipage}[b]{0.49\linewidth}
\centering
\subfigure[\adaptiveAIAHard: \compas (\race)]{
\includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/compas/compas_advdeb_attack_hard_race.pdf}
}%
\subfigure[\adaptiveAIAHard: \compas (\sex)]{
\includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/compas/compas_advdeb_attack_hard_sex.pdf}
}
\end{minipage}\\
\begin{minipage}[b]{0.49\linewidth}
\centering
\subfigure[\adaptiveAIASoft: \meps (\race)]{
\includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/meps/meps_advdeb_attack_soft_experimental_race.pdf}
}%
\subfigure[\adaptiveAIASoft: \meps (\sex)]{
\includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/meps/meps_advdeb_attack_soft_experimental_sex.pdf}
}
\end{minipage}%
\begin{minipage}[b]{0.49\linewidth}
\centering
\subfigure[\adaptiveAIAHard: \meps (\race)]{
\includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/meps/meps_advdeb_attack_hard_race.pdf}
}%
\subfigure[\adaptiveAIAHard: \meps (\sex)]{
\includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/meps/meps_advdeb_attack_hard_sex.pdf}
}
\end{minipage}\\
\begin{minipage}[b]{0.49\linewidth}
\centering
\subfigure[\adaptiveAIASoft: \lfw (\race)]{
\includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/lfw/lfw_advdeb_attack_soft_experimental_race.pdf}
}%
\subfigure[\adaptiveAIASoft: \lfw (\sex)]{
\includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/lfw/lfw_advdeb_attack_soft_experimental_sex.pdf}
}
\end{minipage}%
\begin{minipage}[b]{0.49\linewidth}
\centering
\subfigure[\adaptiveAIAHard: \lfw (\race)]{
\includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/lfw/lfw_advdeb_attack_hard_race.pdf}
}%
\subfigure[\adaptiveAIAHard: \lfw (\sex)]{
\includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/lfw/lfw_advdeb_attack_hard_sex.pdf}
}
\end{minipage}
\vspace{-2mm}
\caption{For both \adaptiveAIASoft and \adaptiveAIAHard, \advdebias reduces the attack accuracy to random guess ($\sim$50\%). For \adaptiveAIAHard, the theoretical bound on attack accuracy (\theoretical) matches with the empirical results (\empirical).}
\label{fig:AdaptAIADebias}
\vspace{-2mm}
\end{figure*}
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