diff --git a/latex/thesis/chapters/proximal_decoding.tex b/latex/thesis/chapters/proximal_decoding.tex
index 1fe011b..2524272 100644
--- a/latex/thesis/chapters/proximal_decoding.tex
+++ b/latex/thesis/chapters/proximal_decoding.tex
@@ -757,15 +757,14 @@ as the gradients of the negative log-likelihood and the code-constraint
 polynomial, which influence the next estimate.
 
 \begin{figure}[h]
-    \begin{minipage}[c]{0.25\textwidth}
+    \begin{subfigure}[t]{0.48\textwidth}
         \centering
-
-        \begin{tikzpicture}[scale = 0.35]
+        \begin{tikzpicture}
             \begin{axis}[
                 grid=both,
                 xlabel={Iterations},
-                width=8cm,
-                height=3cm,
+                width=0.9\textwidth,
+                height=0.3\textwidth,
                 scale only axis,
                 xtick={0, 50, ..., 200},
                 xticklabels={0, 25, ..., 100},
@@ -783,13 +782,17 @@ polynomial, which influence the next estimate.
                 \addlegendentry{$\left(\nabla L \right)_2$}
                 \addlegendentry{$\left(\nabla h \right)_2 $}
             \end{axis}
-        \end{tikzpicture}\\
-        \begin{tikzpicture}[scale = 0.35]
+        \end{tikzpicture}
+    \end{subfigure}%
+    \hfill
+    \begin{subfigure}[t]{0.48\textwidth}
+        \centering
+        \begin{tikzpicture}
             \begin{axis}[
                 grid=both,
                 xlabel={Iterations},
-                width=8cm,
-                height=3cm,
+                width=0.9\textwidth,
+                height=0.3\textwidth,
                 scale only axis,
                 xtick={0, 50, ..., 200},
                 xticklabels={0, 25, ..., 100},
@@ -807,13 +810,17 @@ polynomial, which influence the next estimate.
                 \addlegendentry{$\left(\nabla L \right)_3$}
                 \addlegendentry{$\left(\nabla h \right)_3 $}
             \end{axis}
-        \end{tikzpicture}\\
-        \begin{tikzpicture}[scale = 0.35]
+        \end{tikzpicture}
+    \end{subfigure}%
+
+    \begin{subfigure}[t]{0.48\textwidth}
+        \centering
+        \begin{tikzpicture}
             \begin{axis}[
                 grid=both,
                 xlabel={Iterations},
-                width=8cm,
-                height=3cm,
+                width=0.9\textwidth,
+                height=0.3\textwidth,
                 scale only axis,
                 xtick={0, 50, ..., 200},
                 xticklabels={0, 25, ..., 100},
@@ -832,51 +839,16 @@ polynomial, which influence the next estimate.
                 \addlegendentry{$\left(\nabla h \right)_4 $}
             \end{axis}
         \end{tikzpicture}
-    \end{minipage}%
-    \begin{minipage}[c]{0.5\textwidth}
-        \vspace*{-1cm}
+    \end{subfigure}%
+    \hfill
+    \begin{subfigure}[t]{0.48\textwidth}
         \centering
-
-        \begin{tikzpicture}[scale = 0.85, spy using outlines={circle, magnification=6,
-                                                              connect spies}]
+        \begin{tikzpicture}
             \begin{axis}[
                 grid=both,
                 xlabel={Iterations},
-                width=8cm,
-                height=3cm,
-                scale only axis,
-                xtick={0, 50, ..., 200},
-                xticklabels={0, 25, ..., 100},
-            ]
-                \addplot [NavyBlue, mark=none, line width=1]
-                    table [col sep=comma, x=k, y=comb_r_s_0]
-                        {res/proximal/comp_bch_7_4_combined.csv};
-                \addplot [ForestGreen, mark=none, line width=1]
-                    table [col sep=comma, x=k, y=grad_L_0]
-                        {res/proximal/comp_bch_7_4_combined.csv};
-                \addplot [RedOrange, mark=none, line width=1]
-                    table [col sep=comma, x=k, y=grad_h_0]
-                    {res/proximal/comp_bch_7_4_combined.csv};
-                \addlegendentry{est}
-                \addlegendentry{$\left(\nabla L \right)_1$}
-                \addlegendentry{$\left(\nabla h \right)_1 $}
-                
-                \coordinate (spypoint) at (axis cs:100,0.53);
-                \coordinate (magnifyglass) at (axis cs:175,2);
-            \end{axis}
-            \spy [black, size=2cm] on (spypoint)
-               in node[fill=white] at (magnifyglass);
-        \end{tikzpicture}
-    \end{minipage}%
-    \begin{minipage}[c]{0.25\textwidth}
-        \centering
-
-        \begin{tikzpicture}[scale = 0.35]
-            \begin{axis}[
-                grid=both,
-                xlabel={Iterations},
-                width=8cm,
-                height=3cm,
+                width=0.9\textwidth,
+                height=0.3\textwidth,
                 scale only axis,
                 xtick={0, 50, ..., 200},
                 xticklabels={0, 25, ..., 100},
@@ -894,13 +866,17 @@ polynomial, which influence the next estimate.
                 \addlegendentry{$\left(\nabla L \right)_5$}
                 \addlegendentry{$\left(\nabla h \right)_5 $}
             \end{axis}
-        \end{tikzpicture}\\
-        \begin{tikzpicture}[scale = 0.35]
+        \end{tikzpicture}
+    \end{subfigure}%
+
+    \begin{subfigure}[t]{0.48\textwidth}
+        \centering
+        \begin{tikzpicture}
             \begin{axis}[
                 grid=both,
                 xlabel={Iterations},
-                width=8cm,
-                height=3cm,
+                width=0.9\textwidth,
+                height=0.3\textwidth,
                 scale only axis,
                 xtick={0, 50, ..., 200},
                 xticklabels={0, 25, ..., 100},
@@ -918,13 +894,17 @@ polynomial, which influence the next estimate.
                 \addlegendentry{$\left(\nabla L \right)_6$}
                 \addlegendentry{$\left(\nabla h \right)_6 $}
             \end{axis}
-        \end{tikzpicture}\\
-        \begin{tikzpicture}[scale = 0.35]
+        \end{tikzpicture}
+    \end{subfigure}%
+    \hfill
+    \begin{subfigure}[t]{0.48\textwidth}
+        \centering
+        \begin{tikzpicture}
             \begin{axis}[
                 grid=both,
                 xlabel={Iterations},
-                width=8cm,
-                height=3cm,
+                width=0.9\textwidth,
+                height=0.3\textwidth,
                 scale only axis,
                 xtick={0, 50, ..., 200},
                 xticklabels={0, 25, ..., 100},
@@ -943,15 +923,51 @@ polynomial, which influence the next estimate.
                 \addlegendentry{$\left(\nabla h \right)_7 $}
             \end{axis}
         \end{tikzpicture}
-    \end{minipage}
+    \end{subfigure}
 
-    \caption{Internal variables of proximal decoder
-        as a function of the number of iterations ($n=7$)\protect\footnotemark{}}
+    \vspace{5mm}
+
+    \begin{subfigure}[t]{\textwidth}
+        \centering
+        \begin{tikzpicture}[spy using outlines={circle, magnification=6,
+                            connect spies}]
+            \begin{axis}[
+                grid=both,
+                xlabel={Iterations},
+                width=0.6\textwidth,
+                height=0.225\textwidth,
+                scale only axis,
+                xtick={0, 50, ..., 200},
+                xticklabels={0, 25, ..., 100},
+            ]
+                \addplot [NavyBlue, mark=none, line width=1]
+                    table [col sep=comma, x=k, y=comb_r_s_0]
+                        {res/proximal/comp_bch_7_4_combined.csv};
+                \addplot [ForestGreen, mark=none, line width=1]
+                    table [col sep=comma, x=k, y=grad_L_0]
+                        {res/proximal/comp_bch_7_4_combined.csv};
+                \addplot [RedOrange, mark=none, line width=1]
+                    table [col sep=comma, x=k, y=grad_h_0]
+                    {res/proximal/comp_bch_7_4_combined.csv};
+                \addlegendentry{est}
+                \addlegendentry{$\left(\nabla L \right)_1$}
+                \addlegendentry{$\left(\nabla h \right)_1 $}
+
+                \coordinate (spypoint) at (axis cs:100,1.11);
+                \coordinate (magnifyglass) at (axis cs:-75,0);
+            \end{axis}
+            \spy [black, size=2cm] on (spypoint)
+               in node[fill=white] at (magnifyglass);
+        \end{tikzpicture}
+    \end{subfigure}
+
+    \caption{Visualization of a single decoding operation\protect\footnotemark{}
+        for a code with $n=7$}
     \label{fig:prox:convergence}
 \end{figure}%
 %
-\footnotetext{A single decoding is shown, using the BCH$\left( 7,4 \right) $ code;
-    $\gamma = 0.05, \omega = 0.05, E_b / N_0 = \SI{5}{dB}$
+\footnotetext{BCH$\left( 7,4 \right) $ code; $\gamma = 0.05, \omega = 0.05, K=200,
+    \eta = 1.5, E_b / N_0 = \SI{5}{dB}$
 }%
 % 
 \noindent It is evident that in all cases, past a certain number of
@@ -1146,7 +1162,8 @@ an invalid codeword.
 \end{figure}%
 %
 \footnotetext{(3,6) regular \ac{LDPC} code with n = 204, k = 102
-    \cite[\text{204.33.484}]{mackay_enc}; $\gamma=0.05, \omega = 0.05, K=200, \eta=1.5$
+    \cite[\text{204.33.484}]{mackay_enc}; $\gamma=0.05, \omega = 0.05, K=200, \eta=1.5,
+    E_b / N_0 = \SI{5}{dB}$
 }%
 %