From 4aae3ea0427a6c9e9a8519a38d9d9d0ac5f0ec9c Mon Sep 17 00:00:00 2001
From: Jan Aalmoes <jan.aalmoes@inria.fr>
Date: Sat, 21 Sep 2024 16:27:27 +0200
Subject: fin intro

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+
+\begin{figure*}[!htb]
+   \centering
+   \footnotesize
+    \begin{subfigure}{0.48\linewdith}
+        \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/census/census_advdeb_attack_soft_experimental_race.pdf}
+        \caption{Census (race)}
+    \end{subfigure}
+    \begin{subfigure}{0.48\linewdith}
+        \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/census/census_advdeb_attack_soft_experimental_sex.pdf}
+        \caption{Census (race)}
+    \end{subfigure}
+    \begin{subfigure}{0.48\linewdith}
+        \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/census/census_advdeb_attack_hard_race.pdf}
+        \caption{Census (race)}
+    \end{subfigure}
+    \begin{subfigure}{0.48\linewdith}
+        \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/census/census_advdeb_attack_hard_sex.pdf}
+        \caption{Census (race)}
+    \end{subfigure}
+    \begin{subfigure}{0.48\linewdith}
+        \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/compas/compas_advdeb_attack_soft_experimental_race.pdf}
+        \caption{Census (race)}
+    \end{subfigure}
+    \begin{subfigure}{0.48\linewdith}
+        \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/compas/compas_advdeb_attack_soft_experimental_sex.pdf}
+        \caption{Census (race)}
+    \end{subfigure}
+    \begin{subfigure}{0.48\linewdith}
+        \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/compas/compas_advdeb_attack_hard_race.pdf}
+        \caption{Census (race)}
+    \end{subfigure}
+    \begin{subfigure}{0.48\linewdith}
+        \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/compas/compas_advdeb_attack_hard_sex.pdf}
+        \caption{Census (race)}
+    \end{subfigure}
+    \begin{subfigure}{0.48\linewdith}
+        \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/meps/meps_advdeb_attack_soft_experimental_race.pdf}
+        \caption{Census (race)}
+    \end{subfigure}
+    \begin{subfigure}{0.48\linewdith}
+        \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/meps/meps_advdeb_attack_soft_experimental_sex.pdf}
+        \caption{Census (race)}
+    \end{subfigure}
+    \begin{subfigure}{0.48\linewdith}
+        \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/meps/meps_advdeb_attack_hard_race.pdf}
+        \caption{Census (race)}
+    \end{subfigure}
+    \begin{subfigure}{0.48\linewdith}
+        \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/meps/meps_advdeb_attack_hard_sex.pdf}
+        \caption{Census (race)}
+    \end{subfigure}
+    \begin{subfigure}{0.48\linewdith}
+        \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/lfw/lfw_advdeb_attack_soft_experimental_race.pdf}
+        \caption{Census (race)}
+    \end{subfigure}
+    \begin{subfigure}{0.48\linewdith}
+        \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/lfw/lfw_advdeb_attack_soft_experimental_sex.pdf}
+        \caption{Census (race)}
+    \end{subfigure}
+    \begin{subfigure}{0.48\linewdith}
+        \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/lfw/lfw_advdeb_attack_hard_race.pdf}
+        \caption{Census (race)}
+    \end{subfigure}
+    \begin{subfigure}{0.48\linewdith}
+        \includegraphics[width=0.48\linewidth]{ACSAC/figures/advdebias/lfw/lfw_advdeb_attack_hard_sex.pdf}
+        \caption{Census (race)}
+    \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*}
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