avnacé aia, remerciement notations, notes

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+\begin{figure}
+    \centering
+    \begin{subfigure}{0.24\linewidth}
+        \includegraphics[width=\linewidth]{ACSAC/figures/egd/census/census_egd_attack_hard_race.pdf}
+        \caption{Census (race)}
+    \end{subfigure}
+    \begin{subfigure}{0.24\linewidth}
+        \includegraphics[width=\linewidth]{ACSAC/figures/egd/census/census_egd_attack_hard_sex.pdf}
+        \caption{Census (sex)}
+    \end{subfigure}
+    \begin{subfigure}{0.24\linewidth}
+       \includegraphics[width=\linewidth]{ACSAC/figures/egd/compas/compas_egd_attack_hard_race.pdf}
+        \caption{Compas (race)}
+    \end{subfigure}
+    \begin{subfigure}{0.24\linewidth}
+        \includegraphics[width=\linewidth]{ACSAC/figures/egd/compas/compas_egd_attack_hard_sex.pdf}
+        \caption{Compas (sex)}
+    \end{subfigure}
+\centering
+    \begin{subfigure}{0.24\linewidth}
+        \includegraphics[width=\linewidth]{ACSAC/figures/egd/meps/meps_egd_attack_hard_race.pdf}
+        \caption{Meps (race)}
+    \end{subfigure}
+    \begin{subfigure}{0.24\linewidth}
+        \includegraphics[width=\linewidth]{ACSAC/figures/egd/meps/meps_egd_attack_hard_sex.pdf}
+        \caption{Meps (sex)}
+    \end{subfigure}
+    \begin{subfigure}{0.24\linewidth}
+        \includegraphics[width=\linewidth]{ACSAC/figures/egd/lfw/lfw_egd_attack_hard_race.pdf}
+        \caption{Lfw (race)}
+    \end{subfigure}
+    \begin{subfigure}{0.24\linewidth}
+        \includegraphics[width=\linewidth]{ACSAC/figures/egd/lfw/lfw_egd_attack_hard_sex.pdf}
+        \caption{Lfw (sex)}
+    \end{subfigure}
+
+    \caption{For \AIAHard, we observe that EGD reduces the attack accuracy to random guess ($\sim$50\%)}
+    \label{fig:AdaptAIAEGD}
+\end{figure}
+
+
+
+\begin{figure}[!htb]
+   \centering
+   \footnotesize
+    \begin{subfigure}{0.24\linewidth}
+        \includegraphics[width=\linewidth]{ACSAC/figures/advdebias/census/census_advdeb_attack_soft_experimental_race.pdf}
+        \caption{Census (race)}
+    \end{subfigure}
+    \begin{subfigure}{0.24\linewidth}
+        \includegraphics[width=\linewidth]{ACSAC/figures/advdebias/census/census_advdeb_attack_soft_experimental_sex.pdf}
+        \caption{Census (sex)}
+    \end{subfigure}
+    \begin{subfigure}{0.24\linewidth}
+        \includegraphics[width=\linewidth]{ACSAC/figures/advdebias/compas/compas_advdeb_attack_soft_experimental_race.pdf}
+        \caption{Compas (race)}
+    \end{subfigure}
+    \begin{subfigure}{0.24\linewidth}
+        \includegraphics[width=\linewidth]{ACSAC/figures/advdebias/compas/compas_advdeb_attack_soft_experimental_sex.pdf}
+        \caption{Compas (sex)}
+    \end{subfigure}
+    \begin{subfigure}{0.24\linewidth}
+        \includegraphics[width=\linewidth]{ACSAC/figures/advdebias/meps/meps_advdeb_attack_soft_experimental_race.pdf}
+        \caption{Meps (race)}
+    \end{subfigure}
+    \begin{subfigure}{0.24\linewidth}
+        \includegraphics[width=\linewidth]{ACSAC/figures/advdebias/meps/meps_advdeb_attack_soft_experimental_sex.pdf}
+        \caption{Meps (sex)}
+    \end{subfigure}
+    \begin{subfigure}{0.24\linewidth}
+        \includegraphics[width=\linewidth]{ACSAC/figures/advdebias/lfw/lfw_advdeb_attack_soft_experimental_race.pdf}
+        \caption{Lfw (race)}
+    \end{subfigure}
+    \begin{subfigure}{0.24\linewidth}
+        \includegraphics[width=\linewidth]{ACSAC/figures/advdebias/lfw/lfw_advdeb_attack_soft_experimental_sex.pdf}
+        \caption{Lfw (sex)}
+    \end{subfigure}
+
+   \caption{For both \AIASoft and \AIAHard, Adversarial debisaing reduces the attack accuracy to random guess ($\sim$50\%). For \AIAHard, the theoretical bound on attack accuracy matches with the empirical results.}
+   \label{fig:AdaptAIADebias}
+\end{figure}
+
+\begin{figure}
+    \begin{subfigure}{0.24\linewidth}
+        \includegraphics[width=\linewidth]{ACSAC/figures/advdebias/census/census_advdeb_attack_hard_race.pdf}
+        \caption{Census (race)}
+    \end{subfigure}
+    \begin{subfigure}{0.24\linewidth}
+        \includegraphics[width=\linewidth]{ACSAC/figures/advdebias/census/census_advdeb_attack_hard_sex.pdf}
+        \caption{Census (sex)}
+    \end{subfigure}
+    \begin{subfigure}{0.24\linewidth}
+        \includegraphics[width=\linewidth]{ACSAC/figures/advdebias/compas/compas_advdeb_attack_hard_race.pdf}
+        \caption{Compas (race)}
+    \end{subfigure}
+    \begin{subfigure}{0.24\linewidth}
+        \includegraphics[width=\linewidth]{ACSAC/figures/advdebias/compas/compas_advdeb_attack_hard_sex.pdf}
+        \caption{Compas (sex)}
+    \end{subfigure}
+    \begin{subfigure}{0.24\linewidth}
+        \includegraphics[width=\linewidth]{ACSAC/figures/advdebias/meps/meps_advdeb_attack_hard_race.pdf}
+        \caption{Meps (race)}
+    \end{subfigure}
+    \begin{subfigure}{0.24\linewidth}
+        \includegraphics[width=\linewidth]{ACSAC/figures/advdebias/meps/meps_advdeb_attack_hard_sex.pdf}
+        \caption{Meps (sex)}
+    \end{subfigure}
+    \begin{subfigure}{0.24\linewidth}
+        \includegraphics[width=\linewidth]{ACSAC/figures/advdebias/lfw/lfw_advdeb_attack_hard_race.pdf}
+        \caption{Lfw (race)}
+    \end{subfigure}
+    \begin{subfigure}{0.24\linewidth}
+        \includegraphics[width=\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}