diff --git a/latex/presentations/final/sections/lp_dec_using_admm.tex b/latex/presentations/final/sections/lp_dec_using_admm.tex
index db34083..da54d54 100644
--- a/latex/presentations/final/sections/lp_dec_using_admm.tex
+++ b/latex/presentations/final/sections/lp_dec_using_admm.tex
@@ -845,7 +845,7 @@
                 %legend style={at={(0.03,0.04)},anchor=south west},
                 legend pos=outer north east,
             ]
-                \addplot[RedOrange, line width=1pt, mark=*]
+                \addplot[Emerald, line width=1pt, mark=*]
                     table [col sep=comma, x=SNR, y=FER,
                            discard if gt={SNR}{2.2},
                            ]
@@ -888,7 +888,7 @@
                 %legend style={at={(0.03,0.04)},anchor=south west},
                 legend pos=outer north east,
             ]
-                \addplot[RedOrange, line width=1pt, mark=*]
+                \addplot[Emerald, line width=1pt, mark=*]
                     table [col sep=comma, x=SNR, y=FER,
                            discard if gt={SNR}{2.2},
                            ]
@@ -938,11 +938,11 @@
                         table [col sep=comma, x=mu, y=FER,
                                discard if not={SNR}{2.0},]
                             {res/admm/ber_2d_20433484.csv};
-                    \addplot[RedOrange, line width=1pt, densely dashed, mark=*]
+                    \addplot[NavyBlue, line width=1pt, densely dashed, mark=*]
                         table [col sep=comma, x=mu, y=FER,
                                discard if not={SNR}{3.0},]
                             {res/admm/ber_2d_20433484.csv};
-                    \addplot[NavyBlue, line width=1pt, densely dashed, mark=*]
+                    \addplot[RedOrange, line width=1pt, densely dashed, mark=*]
                         table [col sep=comma, x=mu, y=FER,
                                discard if not={SNR}{4.0},]
                             {res/admm/ber_2d_20433484.csv};
@@ -964,11 +964,11 @@
                         table [col sep=comma, x=rho, y=FER,
                                discard if not={SNR}{2.0},]
                             {res/admm/ber_2d_20433484_rho.csv};
-                    \addplot[RedOrange, line width=1pt, densely dashed, mark=*]
+                    \addplot[NavyBlue, line width=1pt, densely dashed, mark=*]
                         table [col sep=comma, x=rho, y=FER,
                                discard if not={SNR}{3.0},]
                             {res/admm/ber_2d_20433484_rho.csv};
-                    \addplot[NavyBlue, line width=1pt, densely dashed, mark=*]
+                    \addplot[RedOrange, line width=1pt, densely dashed, mark=*]
                         table [col sep=comma, x=rho, y=FER,
                                discard if not={SNR}{4.0},]
                             {res/admm/ber_2d_20433484_rho.csv};
@@ -1029,11 +1029,11 @@
                         table [col sep=comma, x=mu, y=k_avg,
                                discard if not={SNR}{2.0},]
                             {res/admm/mu_kavg_20433484.csv};
-                    \addplot[RedOrange, line width=1pt, densely dashed, mark=*]
+                    \addplot[NavyBlue, line width=1pt, densely dashed, mark=*]
                         table [col sep=comma, x=mu, y=k_avg,
                             discard if not={SNR}{3.0},]
                             {res/admm/mu_kavg_20433484.csv};
-                    \addplot[NavyBlue, line width=1pt, densely dashed, mark=*]
+                    \addplot[RedOrange, line width=1pt, densely dashed, mark=*]
                         table [col sep=comma, x=mu, y=k_avg,
                                discard if not={SNR}{4.0},]
                             {res/admm/mu_kavg_20433484.csv};
@@ -1054,11 +1054,11 @@
                         table [col sep=comma, x=rho, y=k_avg,
                                discard if not={SNR}{2.0},]
                             {res/admm/rho_kavg_20433484.csv};
-                    \addplot[RedOrange, line width=1pt, densely dashed, mark=*]
+                    \addplot[NavyBlue, line width=1pt, densely dashed, mark=*]
                         table [col sep=comma, x=rho, y=k_avg,
                                discard if not={SNR}{3.0},]
                             {res/admm/rho_kavg_20433484.csv};
-                    \addplot[NavyBlue, line width=1pt, densely dashed, mark=*]
+                    \addplot[RedOrange, line width=1pt, densely dashed, mark=*]
                         table [col sep=comma, x=rho, y=k_avg,
                                discard if not={SNR}{4.0},]
                             {res/admm/rho_kavg_20433484.csv};
diff --git a/latex/presentations/final/sections/proximal_decoding.tex b/latex/presentations/final/sections/proximal_decoding.tex
index f99c6c4..0362abf 100644
--- a/latex/presentations/final/sections/proximal_decoding.tex
+++ b/latex/presentations/final/sections/proximal_decoding.tex
@@ -1154,6 +1154,119 @@ $\textcolor{KITblue}{\textbf{return }\boldsymbol{\hat{c}}_l\text{ with lowest }d
     \end{minipage} 
 \end{frame}
 
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\begin{frame}[t]
+    \frametitle{Proximal Decoding: Improvement using \\``ML-in-the-List''}
+   
+    \vspace{-0.5cm}
+
+    \begin{itemize}
+        \item (3,6) regular LDPC code with $n=204, k=102$ \cite[\text{204.33.484}]{mackay_enc}
+    \end{itemize}
+
+    \begin{figure}[H]
+        \centering
+    
+        \begin{tikzpicture}
+            \begin{axis}[
+                grid=both,
+                xlabel={$E_b / N_0$}, ylabel={BER},
+                ymode=log,
+                legend columns=2,
+                legend style={at={(0.5,-0.45)},anchor=south},
+                ymax=1.5, ymin=3e-8,
+                width=0.48\textwidth,
+                height=0.33\textwidth,
+            ]
+                \addplot[ForestGreen, mark=*, line width=1pt]
+                    table [x=SNR, y=BER, col sep=comma, discard if not={gamma}{0.15}]
+                        {res/proximal/2d_ber_fer_dfr_20433484.csv};
+                \addplot[ForestGreen, mark=triangle, densely dashed, line width=1pt]
+                    table [x=SNR, y=BER, col sep=comma, discard if not={gamma}{0.15}]
+                        {res/hybrid/2d_ber_fer_dfr_20433484.csv};
+
+                \addplot[NavyBlue, mark=*, line width=1pt]
+                    table [x=SNR, y=BER, col sep=comma, discard if not={gamma}{0.01}]
+                        {res/proximal/2d_ber_fer_dfr_20433484.csv};
+                \addplot[NavyBlue, mark=triangle, densely dashed, line width=1pt]
+                    table [x=SNR, y=BER, col sep=comma, discard if not={gamma}{0.01}]
+                        {res/hybrid/2d_ber_fer_dfr_20433484.csv};
+                
+                \addplot[RedOrange, mark=*, line width=1pt]
+                    table [x=SNR, y=BER, col sep=comma, discard if not={gamma}{0.05}]
+                        {res/proximal/2d_ber_fer_dfr_20433484.csv};
+                \addplot[RedOrange, mark=triangle, densely dashed, line width=1pt]
+                    table [x=SNR, y=BER, col sep=comma, discard if not={gamma}{0.05}]
+                        {res/hybrid/2d_ber_fer_dfr_20433484.csv};
+            \end{axis}
+        \end{tikzpicture}
+        \begin{tikzpicture}
+            \begin{axis}[
+                grid=both,
+                xlabel={$E_b / N_0$}, ylabel={FER},
+                ymode=log,
+                legend columns=2,
+                legend style={at={(0.5,-0.45)},anchor=south},
+                ymax=1.5, ymin=3e-8,
+                width=0.48\textwidth,
+                height=0.33\textwidth,
+            ]
+
+                \addplot[ForestGreen, mark=*, solid, line width=1pt]
+                    table [x=SNR, y=FER, col sep=comma, discard if not={gamma}{0.15}]
+                        {res/proximal/2d_ber_fer_dfr_20433484.csv};
+                \addplot[ForestGreen, mark=triangle, densely dashed, line width=1pt]
+                    table [x=SNR, y=FER, col sep=comma, discard if not={gamma}{0.15}]
+                        {res/hybrid/2d_ber_fer_dfr_20433484.csv};
+                
+                \addplot[NavyBlue, mark=*, solid, line width=1pt]
+                    table [x=SNR, y=FER, col sep=comma, discard if not={gamma}{0.01}]
+                        {res/proximal/2d_ber_fer_dfr_20433484.csv};
+                \addplot[NavyBlue, mark=triangle, densely dashed, line width=1pt]
+                    table [x=SNR, y=FER, col sep=comma, discard if not={gamma}{0.01}]
+                        {res/hybrid/2d_ber_fer_dfr_20433484.csv};
+                
+                \addplot[RedOrange, mark=*, solid, line width=1pt]
+                    table [x=SNR, y=FER, col sep=comma, discard if not={gamma}{0.05}]
+                        {res/proximal/2d_ber_fer_dfr_20433484.csv};
+                \addplot[RedOrange, mark=triangle, densely dashed, line width=1pt]
+                    table [x=SNR, y=FER, col sep=comma, discard if not={gamma}{0.05}]
+                        {res/hybrid/2d_ber_fer_dfr_20433484.csv};
+            \end{axis}
+        \end{tikzpicture}
+        \begin{tikzpicture}
+            \begin{axis}[hide axis,
+                         xmin=10, xmax=50,
+                         ymin=0, ymax=0.4,
+                         legend columns=3,
+                         legend style={draw=white!15!black,legend cell align=left}]
+
+                \addlegendimage{ForestGreen, mark=*, line width=1pt}
+                \addlegendentry{Proximal ($\gamma = 0.15$)}
+
+                \addlegendimage{NavyBlue, mark=*, line width=1pt}
+                \addlegendentry{Proximal ($\gamma = 0.01$)}
+                
+                \addlegendimage{RedOrange, mark=*, line width=1pt}
+                \addlegendentry{Proximal ($\gamma = 0.05$)}
+                
+                \addlegendimage{ForestGreen, mark=triangle, densely dashed, line width=1pt}
+                \addlegendentry{Improved ($\gamma = 0.15, N=12$)}
+
+                \addlegendimage{NavyBlue, mark=triangle, densely dashed, line width=1pt}
+                \addlegendentry{Improved ($\gamma = 0.01, N=12$)}
+                
+                \addlegendimage{RedOrange, mark=triangle, densely dashed, line width=1pt}
+                \addlegendentry{Improved ($\gamma = 0.05, N=12$)}
+            \end{axis}
+        \end{tikzpicture}
+    \end{figure}
+
+    \begin{itemize}
+        \item Up to $\sim \SI{1}{dB}$ improvement
+    \end{itemize}
+\end{frame}
+
 
 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
 %\begin{frame}[t]