diff --git a/latex/presentations/midterm/res/fps_vs_n_hybrid.csv b/latex/presentations/midterm/res/fps_vs_n_hybrid.csv
index 3e25bf5..4326d1e 100644
--- a/latex/presentations/midterm/res/fps_vs_n_hybrid.csv
+++ b/latex/presentations/midterm/res/fps_vs_n_hybrid.csv
@@ -3,4 +3,6 @@ n,k,fps,spf
 204,102,6601.111655956669,0.00015148963570365097
 204,102,1450.823819165217,0.000689263566526903
 408,204,317.62940489539665,0.0031483231230727054
+31,11,8433.078242796635,0.00011858066191359955
+31,26,61715.460243456524,1.6203395325177478e-05
 504,252,195.7683929010524,0.0051080768717626035
diff --git a/latex/presentations/midterm/sections/appendix.tex b/latex/presentations/midterm/sections/appendix.tex
index 88ea8d7..f63ad8f 100644
--- a/latex/presentations/midterm/sections/appendix.tex
+++ b/latex/presentations/midterm/sections/appendix.tex
@@ -34,7 +34,7 @@
     \footnotetext{The points shown were calculated by evaluating the metadata
                   of BER simulation results from the following codes:
                   BCH $\left( 31, 11 \right)$;
-                  BCH $\left( 31, 26 \right) $;
+                  BCH $\left( 31, 26 \right)$;
                   \cite[\text{96.3.965; 204.33.484;
                         204.55.187; 408.33.844; PEGReg252x504}]{mackay_enc}
               }
diff --git a/latex/presentations/midterm/sections/decoding_algorithms.tex b/latex/presentations/midterm/sections/decoding_algorithms.tex
index eecaf80..c0d90fb 100644
--- a/latex/presentations/midterm/sections/decoding_algorithms.tex
+++ b/latex/presentations/midterm/sections/decoding_algorithms.tex
@@ -9,6 +9,8 @@
 \begin{frame}[t]
     \frametitle{Proximal Decoding: General Idea}
 
+    \todo{How do I properly cite \cite{proximal_paper} here?}
+
     \begin{itemize}
         \item Code constraint polynomial:
             \begin{align*}