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diff --git a/aia/a.tex b/aia/a.tex new file mode 100644 index 0000000..5d25e64 --- /dev/null +++ b/aia/a.tex @@ -0,0 +1,72 @@ + +\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*} |