\begin{figure} \begin{subfigure}{0.48\linewidth} \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/census/census_advdeb_attack_hard_race.pdf} \caption{Census (race)} \end{subfigure} \begin{subfigure}{0.48\linewidth} \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/census/census_advdeb_attack_hard_sex.pdf} \caption{Census (sex)} \end{subfigure} \begin{subfigure}{0.48\linewidth} \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/compas/compas_advdeb_attack_hard_race.pdf} \caption{Compas (race)} \end{subfigure} \begin{subfigure}{0.48\linewidth} \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/compas/compas_advdeb_attack_hard_sex.pdf} \caption{Compas (sex)} \end{subfigure} \begin{subfigure}{0.48\linewidth} \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/meps/meps_advdeb_attack_hard_race.pdf} \caption{Meps (race)} \end{subfigure} \begin{subfigure}{0.48\linewidth} \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/meps/meps_advdeb_attack_hard_sex.pdf} \caption{Meps (sex)} \end{subfigure} \begin{subfigure}{0.48\linewidth} \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/lfw/lfw_advdeb_attack_hard_race.pdf} \caption{Lfw (race)} \end{subfigure} \begin{subfigure}{0.48\linewidth} \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/lfw/lfw_advdeb_attack_hard_sex.pdf} \caption{Lfw (sex)} \end{subfigure} \caption{adverarial debiasing hard} \label{fig:aia-adv-hard} \end{figure}