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\documentclass[varwidth=598pt]{standalone}

\usepackage{booktabs}      % professional-quality tables
\usepackage{multirow}      % multi-row cells in tables
\usepackage{colortbl}      % color for tables (\cellcolor, \rowcolor)
\usepackage[table]{xcolor} % enhanced colors for tables
\usepackage{array}         % more flexible column formats (often used)
\usepackage{tabularx}      % for tables with auto-stretch columns (if used)
\usepackage{graphicx}      % for images in tables or figure/table floats
\usepackage{amssymb}       % math symbols
\usepackage{amsmath}       % math environments
\usepackage{soul}          % highlighting (used for colored text/cells)
\usepackage[normalem]{ulem} % underlining, strikethroughs
\usepackage[T1]{fontenc}   % font encoding
\usepackage[utf8]{inputenc}% input encoding (legacy, fine for pdflatex)
\usepackage{microtype}     % better text appearance
\usepackage{hyperref}      % hyperlinks
\usepackage{textcomp}      % for extra symbols
\usepackage{enumitem}      % for compact lists (if used in table notes)
\usepackage{adjustbox}
\usepackage{tabu}
\usepackage{pifont}        % http://ctan.org/pkg/pifont
\usepackage{bbding}        % \XSolidBrush
\usepackage{makecell}

\begingroup
\makeatletter
\renewcommand{\fnum@table}{}%
\long\def\@makecaption#1#2{%
  \vskip\abovecaptionskip
  \centering #2\par
  \vskip\belowcaptionskip
}
\makeatother

\newcommand{\cmark}{\ding{51}}\newcommand{\xmark}{\ding{55}}
\begin{document}
\begin{table}
\centering
\begin{adjustbox}{max width=\textwidth}
    \begin{tabular}{ccccccc}
    \toprule
    \multicolumn{3}{c}{Config} & \multicolumn{4}{c}{Attack} \\
    \cmidrule(r){1-3}\cmidrule(l){4-7}
    Feature Extractor & Adversarial Train & Attack Generator & Clean & In    & Out   & In and Out \\
    \midrule
    Standard Trained & \color{green}\cmark  & \color{red}\xmark      & 0.706 & 0.263 & 0.147 & 0.029 \\
    HAT   & \color{red}\xmark      & \color{red}\xmark      & \textbf{0.947} & 0.741 & 0.720 & 0.511 \\
    Not Used & \color{green}\cmark  & \color{green}\cmark  & 0.916 & 0.776 & 0.758 & 0.546 \\
    Not Used & \color{green}\cmark  & \color{red}\xmark      & 0.923 & 0.789 & 0.771 & 0.560 \\
    HAT   & \color{green}\cmark  & \color{red}\xmark     & 0.943 & \textbf{0.837} & \textbf{0.862} & \textbf{0.693} \\
    \bottomrule
    \end{tabular}%
\end{adjustbox}
\caption{Table 3: Ablation study on our method. Other choices for the feature extractor,  training method, and generated data attacking are tested on CIFAR-10, but none of them is as effective as the setting used in the ATD.}
\end{table}
\end{document}