{
    \usebackgroundtemplate{\includegraphics[width=\paperwidth]{images/background/card/background.pdf}}
\begin{frame}
    %\vspace{70px}
    \hspace{70px}
    \begin{minipage}{250px}
        \centering
        \Large
        \textcolor{accent}{
            Diapositives supplémentaires
        }
    \end{minipage}
\end{frame}
}
\begin{frame}
    \frametitle{Equité et confidentialité}
    \textit{On the Compatibility of Privacy and Fairness},
    Rachel Cummings and Varun Gupta and Dhamma Kimpara and Jamie Morgenstern, 2019

    Si on approche l'équité on peut obtenir la confidentialité tout en conservant l'utilité 
\end{frame}
{
    \usebackgroundtemplate{\includegraphics[width=\paperwidth]{images/background/card/background.pdf}}
\begin{frame}
    %\vspace{70px}
    \hspace{70px}
    \begin{minipage}{250px}
        \centering
        \Large
        \textcolor{accent}{
            Résultats expérimentaux AIA
        }
    \end{minipage}
\end{frame}
}

\begin{frame}
    \includegraphics[width=\linewidth]{images/backup/egd.png}
\end{frame}

\begin{frame}
    \includegraphics[width=\linewidth]{images/backup/advs.png}
\end{frame}

\begin{frame}
    \includegraphics[width=\linewidth]{images/backup/advh.png}
\end{frame}

\begin{frame}
    \includegraphics[width=0.8\linewidth]{images/backup/utility.png}
\end{frame}

{
    \usebackgroundtemplate{\includegraphics[width=\paperwidth]{images/background/card/background.pdf}}
\begin{frame}
    %\vspace{70px}
    \hspace{70px}
    \begin{minipage}{250px}
        \centering
        \Large
        \textcolor{accent}{
            Résulats expérimentaux classification finie
        }
    \end{minipage}
\end{frame}
}
\begin{frame}
    \includegraphics[width=0.8\linewidth]{images/backup/ba_finit.png}
\end{frame}
\begin{frame}
    \includegraphics[width=0.8\linewidth]{images/backup/temps_finit.png}
\end{frame}

{
    \usebackgroundtemplate{\includegraphics[width=\paperwidth]{images/background/card/background.pdf}}
\begin{frame}
    %\vspace{70px}
    \hspace{70px}
    \begin{minipage}{250px}
        \centering
        \Large
        \textcolor{accent}{
            Résultats synthétiques avec p-valeurs
        }
    \end{minipage}
\end{frame}
}

\begin{frame}
    \frametitle{Résultats préliminaires : impact des données synthétiques}
    \begin{figure}
        \begin{subfigure}{0.3\textwidth}
            \includegraphics[width=\linewidth]{images/figures/synthpv/utility.pdf}
            \caption{Utilité}
        \end{subfigure}
        \begin{subfigure}{0.3\textwidth}
            \includegraphics[width=\linewidth]{images/figures/synthpv/mia.pdf}
            \caption{MIA}
        \end{subfigure}
        \begin{subfigure}{0.3\textwidth}
            \includegraphics[width=\linewidth]{images/figures/synthpv/aia.pdf}
            \caption{AIA}
        \end{subfigure}
        \caption{Recensement USA (ADULT). Prédiction du salaire ($>\$50K$).}
    \end{figure}
\end{frame}