From faa07a8f3337c5d191597ea9b9587cc0969d663c Mon Sep 17 00:00:00 2001 From: Jan Aalmoes Date: Fri, 13 Sep 2024 00:07:42 +0200 Subject: =?UTF-8?q?avnac=C3=A9=20aia,=20remerciement=20notations,=20notes?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- aia/resultats.tex | 119 ++++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 119 insertions(+) create mode 100644 aia/resultats.tex (limited to 'aia/resultats.tex') diff --git a/aia/resultats.tex b/aia/resultats.tex new file mode 100644 index 0000000..efe0060 --- /dev/null +++ b/aia/resultats.tex @@ -0,0 +1,119 @@ + +\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} -- cgit v1.2.3