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    \documentclass{article}
    \usepackage{float}
    \usepackage[caption = false]{subfig}
    \usepackage[final]{graphicx}
    \begin{document}
    
    \section{Appendix figures}
    
    \begin{figure}[H]
    \subfloat[Random M and 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}}
    \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]{\includegraphics[width = 3in]{./img/sl_rmax05}}
    \caption{Figures with different configs. (cont.)}
    \label{some example}
    \end{figure}
    \end{document}