AAAI Version
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main.tex
202
main.tex
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\documentclass[runningheads]{llncs}
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% ---------------------------------------------------------------
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% Include basic ECCV package
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% TODO REVIEW: Insert your submission number below by replacing '*****'
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% TODO FINAL: Comment out the following line for the camera-ready version
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\usepackage[review,year=2026,ID=1741]{eccv}
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% % TODO FINAL: Un-comment the following line for the camera-ready version
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% \usepackage{eccv}
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% OPTIONAL: Un-comment the following line for a version which is easier to read
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% on small portrait-orientation screens (e.g., mobile phones, or beside other windows)
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%\usepackage[mobile]{eccv}
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% ---------------------------------------------------------------
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% Other packages
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% Commonly used abbreviations (\eg, \ie, \etc, \cf, \etal, etc.)
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\usepackage{eccvabbrv}
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% Include other packages here, before hyperref.
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\usepackage{graphicx}
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\usepackage{booktabs}
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% The "axessiblity" package can be found at: https://ctan.org/pkg/axessibility?lang=en
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\usepackage[accsupp]{axessibility} % Improves PDF readability for those with disabilities.
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% ---------------------------------------------------------------
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% Hyperref package
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% It is strongly recommended to use hyperref, especially for the review version.
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% Please disable hyperref *only* if you encounter grave issues.
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% hyperref with option pagebackref eases the reviewers' job, but should be disabled for the final version.
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\documentclass[letterpaper]{article} % DO NOT CHANGE THIS
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\usepackage[submission]{aaai2026} % DO NOT CHANGE THIS
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\usepackage{times} % DO NOT CHANGE THIS
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\usepackage{helvet} % DO NOT CHANGE THIS
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\usepackage{courier} % DO NOT CHANGE THIS
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\usepackage[hyphens]{url} % DO NOT CHANGE THIS
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\usepackage{graphicx} % DO NOT CHANGE THIS
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\urlstyle{rm} % DO NOT CHANGE THIS
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\def\UrlFont{\rm} % DO NOT CHANGE THIS
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\usepackage{natbib} % DO NOT CHANGE THIS AND DO NOT ADD ANY OPTIONS TO IT
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\usepackage{caption} % DO NOT CHANGE THIS AND DO NOT ADD ANY OPTIONS TO IT
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\frenchspacing % DO NOT CHANGE THIS
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\setlength{\pdfpagewidth}{8.5in} % DO NOT CHANGE THIS
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\setlength{\pdfpageheight}{11in} % DO NOT CHANGE THIS
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%
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% If you comment hyperref and then uncomment it, you should delete
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% main.aux before re-running LaTeX.
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% (Or just hit 'q' on the first LaTeX run, let it finish, and you
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% should be clear).
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% These are recommended to typeset algorithms but not required. See the subsubsection on algorithms. Remove them if you don't have algorithms in your paper.
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\usepackage{algorithm}
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\usepackage{algorithmic}
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% TODO FINAL: Comment out the following line for the camera-ready version
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%\usepackage[pagebackref,breaklinks,colorlinks,citecolor=eccvblue]{hyperref}
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% TODO FINAL: Un-comment the following line for the camera-ready version
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\usepackage{hyperref}
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\input{packages.tex}
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%
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% These are are recommended to typeset listings but not required. See the subsubsection on listing. Remove this block if you don't have listings in your paper.
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\usepackage{newfloat}
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\usepackage{listings}
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\DeclareCaptionStyle{ruled}{labelfont=normalfont,labelsep=colon,strut=off} % DO NOT CHANGE THIS
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\lstset{%
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basicstyle={\footnotesize\ttfamily},% footnotesize acceptable for monospace
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numbers=left,numberstyle=\footnotesize,xleftmargin=2em,% show line numbers, remove this entire line if you don't want the numbers.
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aboveskip=0pt,belowskip=0pt,%
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showstringspaces=false,tabsize=2,breaklines=true}
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\floatstyle{ruled}
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\newfloat{listing}{tb}{lst}{}
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\floatname{listing}{Listing}
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% Support for ORCID icon
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\usepackage{orcidlink}
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\input{packages}
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%
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% Keep the \pdfinfo as shown here. There's no need
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% for you to add the /Title and /Author tags.
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\pdfinfo{
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/TemplateVersion (2026.1)
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}
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% DISALLOWED PACKAGES
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% \usepackage{authblk} -- This package is specifically forbidden
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% \usepackage{balance} -- This package is specifically forbidden
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% \usepackage{color (if used in text)
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% \usepackage{CJK} -- This package is specifically forbidden
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% \usepackage{float} -- This package is specifically forbidden
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% \usepackage{flushend} -- This package is specifically forbidden
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% \usepackage{fontenc} -- This package is specifically forbidden
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% \usepackage{fullpage} -- This package is specifically forbidden
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% \usepackage{geometry} -- This package is specifically forbidden
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% \usepackage{grffile} -- This package is specifically forbidden
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% \usepackage{hyperref} -- This package is specifically forbidden
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% \usepackage{navigator} -- This package is specifically forbidden
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% (or any other package that embeds links such as navigator or hyperref)
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% \indentfirst} -- This package is specifically forbidden
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% \layout} -- This package is specifically forbidden
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% \multicol} -- This package is specifically forbidden
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% \nameref} -- This package is specifically forbidden
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% \usepackage{savetrees} -- This package is specifically forbidden
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% \usepackage{setspace} -- This package is specifically forbidden
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% \usepackage{stfloats} -- This package is specifically forbidden
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% \usepackage{tabu} -- This package is specifically forbidden
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% \usepackage{titlesec} -- This package is specifically forbidden
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% \usepackage{tocbibind} -- This package is specifically forbidden
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% \usepackage{ulem} -- This package is specifically forbidden
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% \usepackage{wrapfig} -- This package is specifically forbidden
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% DISALLOWED COMMANDS
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% \nocopyright -- Your paper will not be published if you use this command
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% \addtolength -- This command may not be used
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% \balance -- This command may not be used
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% \baselinestretch -- Your paper will not be published if you use this command
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% \clearpage -- No page breaks of any kind may be used for the final version of your paper
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% \columnsep -- This command may not be used
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% \newpage -- No page breaks of any kind may be used for the final version of your paper
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% \pagebreak -- No page breaks of any kind may be used for the final version of your paperr
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% \pagestyle -- This command may not be used
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% \tiny -- This is not an acceptable font size.
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% \vspace{- -- No negative value may be used in proximity of a caption, figure, table, section, subsection, subsubsection, or reference
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% \vskip{- -- No negative value may be used to alter spacing above or below a caption, figure, table, section, subsection, subsubsection, or reference
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\setcounter{secnumdepth}{2} %May be changed to 1 or 2 if section numbers are desired.
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% The file aaai2026.sty is the style file for AAAI Press
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% proceedings, working notes, and technical reports.
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%
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% Title
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\newcommand{\name}{\textit{ForNet}\xspace}
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\newcommand{\schemename}{\textit{ForAug}\xspace}
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% Names: RecombiNet, RecombNet, ReMix, ReMixNet, FoReMix/ForeMix
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%%%%%%%%% TITLE - PLEASE UPDATE
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\title{\schemename: Recombining Foregrounds and Backgrounds to Improve Vision Transformer Training with Bias Mitigation}
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%%%%%%%%% AUTHORS - PLEASE UPDATE
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\author {
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Tobias Christian Nauen\textsuperscript{\rm 1, \rm 2},
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Brian Moser\textsuperscript{\rm 2},
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Federico Raue\textsuperscript{\rm 2},
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Stanislav Frolov\textsuperscript{\rm 2},
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Andreas Dengel\textsuperscript{\rm 1, \rm 2}
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}
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\affiliations {
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\textsuperscript{\rm 1}RPTU Kaiserslautern-Landau, Kaiserslautern, Germany \\
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\textsuperscript{\rm 2}German Research Center for Artificial Intelligence (DFKI), Kaiserslautern, Germany \\
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{\tt\small first\_second.last@dfki.de / first.last@dfki.de}
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}
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\begin{document}
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% ---------------------------------------------------------------
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% \title{\schemename: Recombining Foregrounds and Backgrounds to Improve Vision Transformer Training with Bias Mitigation}
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\title{\schemename: Mitigating Biases in Image Classification via Controlled Image Compositions}
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% TODO REVIEW: If the paper title is too long for the running head, you can set
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% an abbreviated paper title here. If not, comment out.
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\titlerunning{\schemename}
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% TODO FINAL: Replace with your author list.
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% Include the authors' OCRID for the camera-ready version, if at all possible.
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\author{
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Tobias Christian Nauen\inst{1,2}\orcidlink{0000-1111-2222-3333} \and
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Brian Moser\inst{2}\orcidlink{1111-2222-3333-4444} \and
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Federico Raue\inst{2}\orcidlink{2222--3333-4444-5555} \and \\
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Stanislav Frolov\inst{2} \and
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Andreas Dengel\inst{1,2}
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}
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% TODO FINAL: Replace with an abbreviated list of authors.
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\authorrunning{T.~C.~Nauen et al.}
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% First names are abbreviated in the running head.
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% If there are more than two authors, 'et al.' is used.
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% TODO FINAL: Replace with your institution list.
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\institute{RPTU University Kaiserslautern-Landau, Kaiserslautern, Germany \and
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German Research Center for Artificial Intelligence (DFKI), Kaiserslautern, Germany\\
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\email{first\_second.last@dfki.de} / \email{first.last@dfki.de}
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}
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\maketitle
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\input{sec/abstract}
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\input{sec/intro}
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\input{sec/related_work}
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\input{sec/method}
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\input{sec/experiments}
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% \input{sec/future_work}
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\input{sec/conclusion}
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\input{sec/acks}
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\input{sec/abstract.tex}
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\input{sec/intro.tex}
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% \input{sec/intro_old.tex}
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\input{sec/related_work.tex}
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\input{sec/method.tex}
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\input{sec/experiments.tex}
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\input{sec/conclusion.tex}
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\input{sec/acks.tex}
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\bibliographystyle{splncs04}
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\bibliography{../JabRef/main_bib}
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% \newpage
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% \onecolumn
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% \appendix
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% \input{sec/appendix.tex}
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% \input{sec/appendix}
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\newpage
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\input{sec/reproducability.tex}
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\end{document}
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