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‎homeworks/hw3/hw3_latex/main.tex

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\documentclass{article}
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\usepackage{amsmath,amssymb}
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\usepackage{graphicx}
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\usepackage{enumerate}
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\usepackage{hyperref}
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\usepackage{subcaption}
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\usepackage{caption}
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\usepackage{xcolor}
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\usepackage{float}
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\pagestyle{empty} \addtolength{\textwidth}{1.0in}
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\addtolength{\textheight}{0.5in}
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\addtolength{\oddsidemargin}{-0.5in}
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\addtolength{\evensidemargin}{-0.5in}
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\newcommand{\ruleskip}{\bigskip\hrule\bigskip}
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\newcommand{\nodify}[1]{{\sc #1}}
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\newcommand{\points}[1]{{\textbf{[#1 points]}}}
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\newcommand{\subquestionpoints}[1]{{[#1 points]}}
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\newenvironment{answer}{{\bf Answer:} \sf }{}%
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\newcommand{\bitem}{\begin{list}{$\bullet$}%
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{\setlength{\itemsep}{0pt}\setlength{\topsep}{0pt}%
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\setlength{\rightmargin}{0pt}}}
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\newcommand{\eitem}{\end{list}}
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\setlength{\parindent}{0pt} \setlength{\parskip}{0.5ex}
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\setlength{\unitlength}{1cm}
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\newcommand{\pa}[1]{[[PA: #1]]}
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\renewcommand{\Re}{{\mathbb R}}
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\newcommand{\E}{{\rm E}}
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\begin{document}
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\pagestyle{myheadings} \markboth{}{CS 294-158 Deep Unsupervised Learning, Homework 3, Spring 2024}
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{\huge
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\noindent Homework 3: GAN Models}
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\ruleskip
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{\bf Deliverable}: This PDF write-up by {\bf Tuesday March 6th, 23:59pm}. Your PDF should be generated by simply replacing the placeholder images of this LaTeX document with the appropriate solution images that will be generated automatically when solving each question. The solution images are automatically generated and saved using the accompanying IPython notebook. Your PDF is to be submitted into Gradescope. This PDF already contains a few solution images. These images will allow you to check your own solution to ensure correctness.
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\vspace{.2in}
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%--------------------------------------------------------------------------------
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%--------------------------------------------------------------------------------
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%--------------------------------------------------------------------------------
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\noindent {\bf Question 1: 1D Data}
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%--------------------------------------------------------------------------------
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%--------------------------------------------------------------------------------
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%--------------------------------------------------------------------------------
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\begin{enumerate}[(a)]
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\item {\bf [10pt] Minimax GAN Objective} \\\\
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\begin{figure}[H]
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\centering
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\begin{subfigure}{0.45\textwidth}
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\centering
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\includegraphics[width=\textwidth]{figures/q1a_epoch1.png}
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\caption{Samples at epoch 1}
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\end{subfigure}
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\begin{subfigure}{0.45\textwidth}
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\centering
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\includegraphics[width=\textwidth]{figures/q1a_final.png}
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\caption{Final samples}
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\end{subfigure}
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\\
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\begin{subfigure}{0.34\textwidth}
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\centering
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\includegraphics[width=\textwidth]{figures/q1a_losses.png}
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\caption{GAN loss curve}
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\end{subfigure}
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\end{figure}
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\newpage
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\item {\bf [10pt] Nonsaturating Objective} \\\\
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\begin{figure}[H]
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\centering
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\begin{subfigure}{0.45\textwidth}
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\centering
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\includegraphics[width=\textwidth]{figures/q1b_epoch1.png}
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\caption{Samples at epoch 1}
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\end{subfigure}
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\begin{subfigure}{0.45\textwidth}
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\centering
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\includegraphics[width=\textwidth]{figures/q1b_final.png}
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\caption{Final samples}
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\end{subfigure}
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\\
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\begin{subfigure}{0.34\textwidth}
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\centering
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\includegraphics[width=\textwidth]{figures/q1b_losses.png}
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\caption{GAN loss curve}
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\end{subfigure}
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\end{figure}
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\end{enumerate}
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%--------------------------------------------------------------------------------
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%--------------------------------------------------------------------------------
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%--------------------------------------------------------------------------------
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\newpage
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\noindent {\bf Question 2: WGAN-GP on CIFAR-10 [35pt]}
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%--------------------------------------------------------------------------------
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%--------------------------------------------------------------------------------
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%--------------------------------------------------------------------------------
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\\
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Final inception score: \textbf{TODO} \\
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Final Fréchet inception distance: \textbf{TODO}
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\begin{figure}[H]
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\centering
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\begin{subfigure}{0.6\textwidth}
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\centering
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\includegraphics[width=\textwidth]{figures/q2_samples.png}
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\caption{Samples}
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\end{subfigure}
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\\
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\begin{subfigure}{0.6\textwidth}
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\centering
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\includegraphics[width=\textwidth]{figures/q2_losses.png}
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\caption{Training curve}
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\end{subfigure}
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\end{figure}
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%--------------------------------------------------------------------------------
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%--------------------------------------------------------------------------------
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%--------------------------------------------------------------------------------
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\newpage
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\noindent {\bf Question 3: Quantization with GANS [40 pt]}\\
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%--------------------------------------------------------------------------------
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%--------------------------------------------------------------------------------
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%--------------------------------------------------------------------------------
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\noindent {\bf Part a: Vanilla VQGAN [25 pt]}
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Final l2 validation reconstruction loss: \textbf{TODO} \\
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\begin{figure}[H]
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\centering
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\begin{subfigure}{0.45\textwidth}
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\centering
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\includegraphics[width=\textwidth]{figures/q3a_gan_losses.png}
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\caption{Discriminator losses}
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\end{subfigure}
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\begin{subfigure}{0.45\textwidth}
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\centering
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\includegraphics[width=\textwidth]{figures/q3a_l2_losses.png}
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\caption{L2 losses}
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\end{subfigure}
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\\
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\begin{subfigure}{0.4\textwidth}
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\centering
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\includegraphics[width=\textwidth]{figures/q3a_lpips_losses.png}
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\caption{LPIPS losses}
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\end{subfigure}
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\begin{subfigure}{0.6\textwidth}
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\centering
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\includegraphics[width=\textwidth]{figures/q3a_reconstructions.png}
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\caption{Reconstructions}
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\end{subfigure}
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\end{figure}
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\noindent {\bf Part b: ViT-VQGAN [15 pt]}
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Final l2 validation reconstruction loss: \textbf{TODO} \\
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\begin{figure}[H]
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\centering
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\begin{subfigure}{0.45\textwidth}
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\centering
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\includegraphics[width=\textwidth]{figures/q3b_gan_losses.png}
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\caption{Discriminator losses}
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\end{subfigure}
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\begin{subfigure}{0.45\textwidth}
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\centering
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\includegraphics[width=\textwidth]{figures/q3b_l2_losses.png}
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\caption{L2 losses}
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\end{subfigure}
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\\
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\begin{subfigure}{0.4\textwidth}
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\centering
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\includegraphics[width=\textwidth]{figures/q3b_lpips_losses.png}
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\caption{LPIPS losses}
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\end{subfigure}
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\begin{subfigure}{0.6\textwidth}
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\centering
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\includegraphics[width=\textwidth]{figures/q3b_reconstructions.png}
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\caption{Reconstructions}
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\end{subfigure}
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\end{figure}
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%--------------------------------------------------------------------------------
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%--------------------------------------------------------------------------------
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%--------------------------------------------------------------------------------
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\newpage
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\noindent {\bf Bonus Questions (Optional)}
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%--------------------------------------------------------------------------------
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%--------------------------------------------------------------------------------
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%--------------------------------------------------------------------------------
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\begin{enumerate}
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\item {\bf [20pt] CycleGAN} \\\\
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\begin{figure}[H]
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\centering
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\begin{subfigure}{0.5\textwidth}
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\centering
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\includegraphics[width=\textwidth]{figures/qbonus_mnist.png}
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\caption{MNIST: original images, translations, and reconstructions}
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\end{subfigure}
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\\
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\begin{subfigure}{0.5\textwidth}
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\centering
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\includegraphics[width=\textwidth]{figures/qbonus_colored_mnist.png}
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\caption{Colored MNIST: original images, translations, and reconstructions}
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\end{subfigure}
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\end{figure}
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\end{enumerate}
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\end{document}

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