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+{
+    \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}