diff --git a/PhD/research_proposal/images/training_bpv.pdf b/PhD/research_proposal/images/training_bpv.pdf
new file mode 100644
index 0000000..f2c64cc
Binary files /dev/null and b/PhD/research_proposal/images/training_bpv.pdf differ
diff --git a/PhD/research_proposal/presentation.tex b/PhD/research_proposal/presentation.tex
index a5171a6..42c77af 100644
--- a/PhD/research_proposal/presentation.tex
+++ b/PhD/research_proposal/presentation.tex
@@ -6,12 +6,15 @@
 \usepackage{xcolor}
 \usepackage[scale=2]{ccicons}
 \usepackage{pgfplots}
+\usepackage{numprint}
 \usepackage{booktabs}
 \usepgfplotslibrary{dateplot}
 \usepackage{hyperref}
-\usepackage{multirow}                                                                                                              
+\usepackage{multirow}
+\usepackage{tcolorbox}
 \usepackage{array}
 \usepackage{xspace}
+\usepackage{biblatex} 
 
 \title{PhD Research proposal: Physics Based Security}
 \subtitle{}
@@ -19,7 +22,6 @@
 \author{Arthur Grisel-Davy}
 \institute{University of Waterloo, Canada}
 
-
 \begin{document}
 
 \maketitle
@@ -30,19 +32,102 @@
 
 \begin{frame}{Common IDS Solution}
     % Figure from the EMSOFT presentation with the different side channels and our solution
+    \begin{center}
+        \only<1>{\includegraphics[width=\textwidth]{images/main_illustration_p1.pdf}}
+        \only<2>{\includegraphics[width=\textwidth]{images/main_illustration_p2.pdf}}
+        \only<3>{\includegraphics[width=\textwidth]{images/main_illustration_p3.pdf}}
+        \only<4>{\includegraphics[width=\textwidth]{images/main_illustration_p4.pdf}}
+    \end{center}
 \end{frame}
 
-\begin{frame}{Side Channels}
-    % advantages of power side channel 
+\begin{frame}{Features of Side-Channels}
+    \begin{columns}
+    \begin{column}{0.5\textwidth}
+        {\color{green}Advantages}
+        \begin{itemize}
+            \item Easy to Measure
+            \item Hard to Forge
+            \item Independent from the System
+            \item Low Intrusiveness
+            \item No Client Required
+        \end{itemize}
+    \end{column}
+    \begin{column}{0.5\textwidth}
+        {\color{red}Inconvenients}
+        \begin{itemize}
+            \item Only Partial Information
+            \item Aggregated Signal of All Components
+            \item Require New Processing Tools
+        \end{itemize}
+        \vfill
+    \end{column}
+    \end{columns}
 \end{frame}
 
 \begin{frame}{Prelimirary Work - EET1}
+    \begin{figure}
+        \centering
+        \includegraphics[width=\textwidth]{images/overview_eet1.pdf}
+    \end{figure}
+    Attacks: Firmware Changes, SSH Logs Tempering, Hardware Tempering
+\end{frame}
+
+\begin{frame}{Prelimirary Work - EET1: Firmware}
+    \begin{figure}
+        \centering
+        \includegraphics[height=0.9\textheight]{images/Firmware_Comparison_TD_direct.pdf}
+    \end{figure}
+\end{frame}
+
+\begin{frame}{Prelimirary Work - EET1: Firmware}
+    \begin{table}[ht]
+    \centering
+    \begin{tabular}{lccc}
+        \toprule
+        \textbf{Attack} & \textbf{Model} & \textbf{F1 Score} & \textbf{Accuracy} \tabularnewline
+        \midrule
+        \multirow{2}*{Firmware Changes DC} & RFC & \numprint[\%]{100}  & \numprint[\%]{100} \tabularnewline
+                                           & SVM & \numprint[\%]{96.8} & \numprint[\%]{99.3}\tabularnewline
+        \midrule
+        \multirow{3}*{SSH Logs Tempering}& RFC &    \numprint[\%]{95}  & \numprint[\%]{97} \tabularnewline
+                                         & SVM &    \numprint[\%]{96} & \numprint[\%]{98} \tabularnewline
+                                         & 1D-CNN & \numprint[\%]{93} & \numprint[\%]{96} \tabularnewline
+        \midrule
+        \multirow{3}*{Hardware Tempering} & DC SVM &  & \numprint[\%]{100} \tabularnewline
+                                          & DC KNN &  & \numprint[\%]{100} \tabularnewline
+                                          & AC SVM &  & \numprint[\%]{99.5} \tabularnewline
+        \bottomrule
+    \end{tabular}
+    \label{tab:fw-results}
+\end{table}
+
+    \footnote{Published in \textit{Side-channel Based Runtime Intrusion Detection for Network Equipment} at MLCS (Workshop of ECML-PKDD 2023)}
 \end{frame}
 
 \begin{frame}{ Preliminary Work - xPSU}
+    \begin{figure}
+        \centering
+        \includegraphics[height=0.9\textheight]{images/xpsu_illustration.pdf}
+    \end{figure}
+\end{frame}
+\begin{frame}{ Preliminary Work - xPSU}
+
 \end{frame}
 
 \begin{frame}{Preliminary Work - SDS \& BPV}
+    \begin{figure}
+        \centering
+        \includegraphics[width=\textwidth]{images/sds_illustration.pdf}
+    \end{figure}
+\end{frame}
+
+\begin{frame}{Preliminary Work - SDS \& BPV}
+    \begin{figure}
+        \centering
+        \includegraphics[width=0.8\textwidth]{images/training_bpv.pdf}
+    \end{figure}
+    \footnote{Published in \textit{Work-in-Progress: Boot Sequence Integrity Verification with Power Analysis} at EMSOFT 2022\\
+    and in \textit{Independent Boot Process Verification using Side-Channel Power Analysis} at QRS 2023}
 \end{frame}
 
 \begin{frame}{Main problem Statement}
@@ -51,5 +136,6 @@
 
 
 
+
 \end{document}