diff --git a/presentation/main.tex b/presentation/main.tex
index e2d6da9..9a25090 100644
--- a/presentation/main.tex
+++ b/presentation/main.tex
@@ -99,6 +99,12 @@
         \end{itemize}
     \end{frame}
 
+    \begin{frame}
+        \centering
+        \includegraphics[scale=0.8]{rsc/overplotting}
+        \footnotesize\text{Source: https://statisticsglobe.com/avoid-overplotting-r}
+    \end{frame}
+
     \begin{frame}{Limitations of Traditional Approaches}
         \begin{itemize}
             \item Transparency-based methods
@@ -216,28 +222,31 @@
             \end{itemize}
         \end{enumerate}
     \end{frame}
-%----------------------------------------------------------------------------------------
-%	SECTION 5: IMPLEMENTATION
-%----------------------------------------------------------------------------------------
 
-    \section{GPU Implementation}
+    \begin{frame}
+        \centering
+        \begin{figure}
+            \centering
+            \begin{minipage}{0.4\textwidth}
+                \centering
+                \includegraphics[width=\textwidth]{rsc/2408.06513v1_page_7_1}
 
-    \begin{frame}{Efficient GPU Computation}
-        \begin{itemize}
-            \item All major steps implemented on GPU:
-            \begin{itemize}
-                \item Density accumulation
-                \item Gaussian smoothing
-                \item Integral image computation
-            \end{itemize}
-            \item Fast multi-pass reduction for InIms
-            \item Complexity:
-            \[
-                O(n + m)
-            \]
-            where $m = 2^k \times 2^k$ is texture resolution
-            \item Achieves interactive rates for millions of samples
-        \end{itemize}
+                \vspace{4pt}
+                \footnotesize MNIST Dataset (UMAP)
+            \end{minipage}
+            \begin{minipage}{0.15\textwidth}
+                \centering
+                $\Longrightarrow$
+            \end{minipage}
+            \begin{minipage}{0.4\textwidth}
+                \centering
+                \includegraphics[width=\textwidth]{rsc/2408.06513v1_page_7_2}
+
+                \vspace{4pt}
+                \footnotesize Visual encoding of the density-equalizing transform
+            \end{minipage}
+            \label{fig:figure}
+        \end{figure}
     \end{frame}
 
 %----------------------------------------------------------------------------------------
@@ -275,6 +284,60 @@
         \end{itemize}
     \end{frame}
 
+    \begin{frame}{Three Proposed Encodings II}
+        \centering
+        \begin{figure}
+            \centering
+            \begin{minipage}{0.3\textwidth}
+                \centering
+                \includegraphics[width=\textwidth]{rsc/2408.06513v1_page_7_2}
+
+                \vspace{4pt}
+                \footnotesize Deformed grid lines
+            \end{minipage}
+            \begin{minipage}{0.3\textwidth}
+                \centering
+                \includegraphics[width=\textwidth]{rsc/2408.06513v1_page_7_3}
+
+                \vspace{4pt}
+                \footnotesize Background density texture
+            \end{minipage}
+            \begin{minipage}{0.3\textwidth}
+                \centering
+                \includegraphics[width=\textwidth]{rsc/2408.06513v1_page_7_4}
+
+                \vspace{4pt}
+                \footnotesize Contour lines
+            \end{minipage}
+            \label{fig:figure2}
+        \end{figure}
+    \end{frame}
+
+    %----------------------------------------------------------------------------------------
+%	SECTION 5: IMPLEMENTATION
+%----------------------------------------------------------------------------------------
+
+    \section{GPU Implementation}
+
+    \begin{frame}{Efficient GPU Computation}
+        \begin{itemize}
+            \item All major steps implemented on GPU:
+            \begin{itemize}
+                \item Density accumulation
+                \item Gaussian smoothing
+                \item Integral image computation
+            \end{itemize}
+            \item Fast multi-pass reduction for InIms
+            \item Complexity:
+            \[
+                O(n + m)
+            \]
+            where $m = 2^k \times 2^k$ is texture resolution
+            \item Achieves interactive rates for millions of samples
+        \end{itemize}
+    \end{frame}
+
+
 %----------------------------------------------------------------------------------------
 %	SECTION 7: RESULTS
 %----------------------------------------------------------------------------------------
@@ -294,6 +357,27 @@
         \includegraphics[scale=0.4]{rsc/results}
     \end{frame}
 
+
+    % ---  THE END
+
+    \begin{frame}[focus]
+        Thanks for your Attention!
+    \end{frame}
+
+%----------------------------------------------------------------------------------------
+%	 CLOSING/SUPPLEMENTARY SLIDES
+%----------------------------------------------------------------------------------------
+
+    \appendix
+
+    \begin{frame}{Sources}
+        \nocite{*} % Display all references regardless of if they were cited
+        \bibliography{sources}
+        \bibliographystyle{plain}
+    \end{frame}
+
+    \section{Backup}\label{sec:backup}
+
     \begin{frame}{User Study}
         \begin{itemize}
             \item 25 participants, 3 tasks:
@@ -315,24 +399,4 @@
             \end{itemize}
         \end{itemize}
     \end{frame}
-
-
-    % ---  THE END
-
-    \begin{frame}[focus]
-        Thanks for your Attention!
-    \end{frame}
-
-%----------------------------------------------------------------------------------------
-%	 CLOSING/SUPPLEMENTARY SLIDES
-%----------------------------------------------------------------------------------------
-
-    \appendix
-
-    \begin{frame}{Sources}
-        \nocite{*} % Display all references regardless of if they were cited
-        \bibliography{sources}
-        \bibliographystyle{plain}
-    \end{frame}
-
 \end{document}
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