diff --git a/paper/appendix.tex b/paper/appendix.tex
index 47eeee1b2485bfa754e6d14fcdac5f8e6dc8d476..50939ead8f68931039a60e1912a37f3610996a21 100644
--- a/paper/appendix.tex
+++ b/paper/appendix.tex
@@ -5,26 +5,30 @@
 \usepackage[caption = false]{subfig}
 \usepackage[final]{graphicx}
 
+
+\usepackage[margin=0.5in]{geometry}
 \begin{document}
 
 \appendix
 
 \section{Additional figures}
 
+
 \begin{figure}[H]
-\subfloat[Random M and M]{\includegraphics[width = 3in]{./img/random_H_random_M}} ~
+\subfloat[Random H, Random M]{\includegraphics[width = 3in]{./img/random_H_random_M}} ~
 \subfloat[Random H, batch M]{\includegraphics[width = 3in]{./img/random_H_batch_M}}\\
-\subfloat[Batch H, random M]{\includegraphics[width = 3in, height = 2in]{example-image}}~
-\subfloat[Batch H and M]{\includegraphics[width = 3in]{./img/lakkarajus_H_batch_M}}
+\subfloat[Batch H, Random M]{\includegraphics[width = 3in, height = 2in]{example-image}}~
+\subfloat[Batch H, Batch M]{\includegraphics[width = 3in]{./img/lakkarajus_H_batch_M}} \\
+\subfloat[Independent H and Random M]{\includegraphics[width = 3in, height = 2in]{example-image}} ~
+\subfloat[Independent H, Batch M]{\includegraphics[width = 3in]{./img/independent_H_batch_M}}\\
+\subfloat[Probabilistic H, Random M]{\includegraphics[width = 3in]{./img/probabilistic_H_random_M}}~
+\subfloat[Probabilistic H, Batch M]{\includegraphics[width = 3in]{./img/probabilistic_H_batch_M}}\\
+
 \caption{Figures with different configs.}
 \label{some example}
 \end{figure}
 
 \begin{figure}[H]
-\subfloat[Independent H and random M]{\includegraphics[width = 3in, height = 2in]{example-image}} ~
-\subfloat[Independent H, batch M]{\includegraphics[width = 3in]{./img/independent_H_batch_M}}\\
-\subfloat[Probabilistic H, random M]{\includegraphics[width = 3in]{./img/probabilistic_H_random_M}}~
-\subfloat[Probabilistic H, batch M]{\includegraphics[width = 3in]{./img/probabilistic_H_batch_M}}\\
 \subfloat[Probabilistic H, batch M, $\beta_Z=\gamma_Z=5$]{\includegraphics[width = 3in]{./img/probabilistic_H_batch_M_coef_betaZ_5}} ~
 \subfloat[Probabilistic H, batch M, max$(r)=0.5$.]{\includegraphics[width = 3in]{./img/sl_rmax05}}
 \caption{Figures with different configs. (cont.)}