diff --git a/latex/presentations/final/sections/comparison.tex b/latex/presentations/final/sections/comparison.tex
index 5596ca9..533550c 100644
--- a/latex/presentations/final/sections/comparison.tex
+++ b/latex/presentations/final/sections/comparison.tex
@@ -113,6 +113,11 @@
 \begin{frame}[t]
     \frametitle{Comparison: Time Complexity}
     
+    \begin{itemize}
+        \item Both algorithms are $\mathcal{O}\left( n \right)$ on average
+        \item LP decoding implementation significantly faster
+    \end{itemize}
+
     \begin{figure}[H]
         \centering
         
@@ -565,60 +570,10 @@
 
 \end{frame}
 
-\begin{frame}[t]
-    \frametitle{Time Complexity}
-   
-    \vspace*{-8mm}
-
-    \begin{itemize}
-        \item Both algorithms are $\mathcal{O}\left( n \right)$ on average
-        \item LP decoding implementation significantly faster
-    \end{itemize}
-
-    \begin{figure}[h]
-        \centering
-
-        \begin{tikzpicture}
-            \begin{axis}[grid=both,
-                         xlabel={$n$}, ylabel={Time per frame (s)},
-                         width=0.45\textwidth,
-                         height=0.3375\textwidth,
-                         legend style={at={(0.03,0.96)},anchor=north west},
-                         %legend pos=outer north east,
-                         legend cell align={left},]
-
-                \addplot[RedOrange, only marks, mark=*]
-                    table [col sep=comma, x=n, y=spf]
-                        {res/proximal/fps_vs_n.csv};
-                \addlegendentry{Proximal decoding}
-                \addplot[RoyalPurple, only marks, mark=triangle*]
-                    table [col sep=comma, x=n, y=spf]
-                        {res/admm/fps_vs_n.csv};
-                \addlegendentry{ADMM}
-            \end{axis}
-        \end{tikzpicture}
-    
-        \vspace*{-2mm}
-
-        \caption{Timing requirements of the proximal decoding and LP decoding imlementations%
-            \protect\footnotemark{}}
-    \end{figure}%
-    
-    \footnotetext{The points shown were calculated by evaluating the metadata
-                  of BER simulation results for the following codes:
-                  BCH $\left( 31, 11 \right)$;
-                  BCH $\left( 31, 26 \right)$;
-                  \cite[\text{96.3.965; 204.33.484;
-                        204.55.187; 408.33.844; PEGReg252x504}]{mackay_enc}
-              }
-\end{frame}
-
-
 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
 \subsection{Theoretical Comparison}%
 \label{sub:Theoretical Comparison}
 
-%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
 \begin{frame}[t, fragile]
     \frametitle{Comparison of Proximal Decoding and\\LP Decoding using ADMM}
 
diff --git a/latex/presentations/final/sections/lp_dec_using_admm.tex b/latex/presentations/final/sections/lp_dec_using_admm.tex
index 8b7dda0..ebfa686 100644
--- a/latex/presentations/final/sections/lp_dec_using_admm.tex
+++ b/latex/presentations/final/sections/lp_dec_using_admm.tex
@@ -838,17 +838,59 @@
                 %legend style={at={(0.03,0.04)},anchor=south west},
                 legend pos=outer north east,
             ]
-                \addplot[RedOrange, line width=1pt]
+                \addplot[RedOrange, line width=1pt, mark=*]
                     table [col sep=comma, x=SNR, y=FER,
                            discard if gt={SNR}{2.2},
                            ]
                         {res/admm/fer_paper_margulis.csv};
                 \addlegendentry{ADMM (Barman et al.)}
-                \addplot[NavyBlue, only marks, mark=o, line width=1pt]
+                \addplot[RoyalPurple, line width=1pt, mark=*]
+                    table [col sep=comma, x=SNR, y=FER, discard if gt={SNR}{2.2},]
+                        {res/generic/fer_bp_mackay_margulis.csv};
+                \addlegendentry{BP (Barman et al.)}
+            \end{axis}
+        \end{tikzpicture}
+        
+        \caption{Comparison of datapoints from Barman et al. with own simulation results%
+            \protect\footnotemark{}}
+        \label{fig:admm:results}
+    \end{figure}%
+    %
+    \footnotetext{``Margulis'' LDPC code with $n = 2640$, $k = 1320$
+        \cite[\text{Margulis2640.1320.3}]{mackay_enc}; $K=200, \mu = 3.3, \rho=1.9,
+            \epsilon_{\text{pri}} = 10^{-5}, \epsilon_{\text{dual}} = 10^{-5}$
+    }%
+    %
+
+\end{frame}
+
+\begin{frame}[t]
+    \frametitle{LP Decoding using ADMM}
+
+    \begin{figure}[H]
+        \centering
+
+        \begin{tikzpicture}
+            \begin{axis}[
+                grid=both,
+                xlabel={$E_b / N_0 \left( \text{dB} \right) $}, ylabel={FER},
+                ymode=log,
+                width=0.45\textwidth,
+                height=0.325\textwidth,
+                %legend style={at={(0.03,0.04)},anchor=south west},
+                legend pos=outer north east,
+            ]
+                \addplot[RedOrange, line width=1pt, mark=*]
+                    table [col sep=comma, x=SNR, y=FER,
+                           discard if gt={SNR}{2.2},
+                           ]
+                        {res/admm/fer_paper_margulis.csv};
+                \addlegendentry{ADMM (Barman et al.)}
+                \addplot[NavyBlue, mark=*, line width=1pt, densely dashed]
                     table [col sep=comma, x=SNR, y=FER,]
                         {res/admm/ber_margulis264013203.csv};
                 \addlegendentry{ADMM (Own results)}
-                \addplot[RoyalPurple, line width=1pt, densely dashed]
+                \addplot[RoyalPurple, line width=1pt, mark=*]
                     table [col sep=comma, x=SNR, y=FER, discard if gt={SNR}{2.2},]
                         {res/generic/fer_bp_mackay_margulis.csv};
                 \addlegendentry{BP (Barman et al.)}