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sec/reproducability.tex
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228
sec/reproducability.tex
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% !TeX root = ../main.tex
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\makeatletter
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% \@ifundefined{isChecklistMainFile}{
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% % We are compiling a standalone document
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% \newif\ifreproStandalone
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% \reproStandalonetrue
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% }{
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% We are being \input into the main paper
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\newif\ifreproStandalone
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\reproStandalonefalse
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% }
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\makeatother
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\ifreproStandalone
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\documentclass[letterpaper]{article}
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\usepackage[submission]{aaai2026}
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\setlength{\pdfpagewidth}{8.5in}
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\setlength{\pdfpageheight}{11in}
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\usepackage{times}
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\usepackage{helvet}
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\usepackage{courier}
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\usepackage{xcolor}
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\frenchspacing
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\begin{document}
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\fi
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\setlength{\leftmargini}{20pt}
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\makeatletter\def\@listi{\leftmargin\leftmargini \topsep .5em \parsep .5em \itemsep .5em}
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\def\@listii{\leftmargin\leftmarginii \labelwidth\leftmarginii \advance\labelwidth-\labelsep \topsep .4em \parsep .4em \itemsep .4em}
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\def\@listiii{\leftmargin\leftmarginiii \labelwidth\leftmarginiii \advance\labelwidth-\labelsep \topsep .4em \parsep .4em \itemsep .4em}\makeatother
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\setcounter{secnumdepth}{0}
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\renewcommand\thesubsection{\arabic{subsection}}
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\renewcommand\labelenumi{\thesubsection.\arabic{enumi}}
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\newcounter{checksubsection}
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\newcounter{checkitem}[checksubsection]
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\newcommand{\checksubsection}[1]{%
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\refstepcounter{checksubsection}%
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\paragraph{\arabic{checksubsection}. #1}%
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\setcounter{checkitem}{0}%
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}
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\newcommand{\checkitem}{%
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\refstepcounter{checkitem}%
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\item[\arabic{checksubsection}.\arabic{checkitem}.]%
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}
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\newcommand{\question}[2]{\normalcolor\checkitem #1 #2 \color{blue}}
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\newcommand{\ifyespoints}[1]{\makebox[0pt][l]{\hspace{-15pt}\normalcolor #1}}
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\section*{Reproducibility Checklist}
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\vspace{1em}
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\hrule
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\vspace{1em}
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\textbf{Instructions for Authors:}
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This document outlines key aspects for assessing reproducibility. Please provide your input by editing this \texttt{.tex} file directly.
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For each question (that applies), replace the ``Type your response here'' text with your answer.
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\vspace{1em}
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\noindent
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\textbf{Example:} If a question appears as
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%
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\begin{center}
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\noindent
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\begin{minipage}{.9\linewidth}
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\ttfamily\raggedright
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\string\question \{Proofs of all novel claims are included\} \{(yes/partial/no)\} \\
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Type your response here
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\end{minipage}
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\end{center}
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you would change it to:
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\begin{center}
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\noindent
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\begin{minipage}{.9\linewidth}
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\ttfamily\raggedright
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\string\question \{Proofs of all novel claims are included\} \{(yes/partial/no)\} \\
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yes
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\end{minipage}
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\end{center}
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%
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Please make sure to:
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\begin{itemize}\setlength{\itemsep}{.1em}
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\item Replace ONLY the ``Type your response here'' text and nothing else.
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\item Use one of the options listed for that question (e.g., \textbf{yes}, \textbf{no}, \textbf{partial}, or \textbf{NA}).
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\item \textbf{Not} modify any other part of the \texttt{\string\question} command or any other lines in this document.\\
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\end{itemize}
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You can \texttt{\string\input} this .tex file right before \texttt{\string\end\{document\}} of your main file or compile it as a stand-alone document. Check the instructions on your conference's website to see if you will be asked to provide this checklist with your paper or separately.
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\vspace{1em}
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\hrule
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\vspace{1em}
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% The questions start here
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\checksubsection{General Paper Structure}
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\begin{itemize}
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\question{Includes a conceptual outline and/or pseudocode description of AI methods introduced}{(yes/partial/no/NA)}
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yes
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\question{Clearly delineates statements that are opinions, hypothesis, and speculation from objective facts and results}{(yes/no)}
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yes
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\question{Provides well-marked pedagogical references for less-familiar readers to gain background necessary to replicate the paper}{(yes/no)}
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yes
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\end{itemize}
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\checksubsection{Theoretical Contributions}
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\begin{itemize}
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\question{Does this paper make theoretical contributions?}{(yes/no)}
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no
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\ifyespoints{\vspace{1.2em}If yes, please address the following points:}
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\begin{itemize}
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\question{All assumptions and restrictions are stated clearly and formally}{(yes/partial/no)}
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Type your response here
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\question{All novel claims are stated formally (e.g., in theorem statements)}{(yes/partial/no)}
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Type your response here
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\question{Proofs of all novel claims are included}{(yes/partial/no)}
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Type your response here
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\question{Proof sketches or intuitions are given for complex and/or novel results}{(yes/partial/no)}
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Type your response here
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\question{Appropriate citations to theoretical tools used are given}{(yes/partial/no)}
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Type your response here
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\question{All theoretical claims are demonstrated empirically to hold}{(yes/partial/no/NA)}
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Type your response here
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\question{All experimental code used to eliminate or disprove claims is included}{(yes/no/NA)}
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Type your response here
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\end{itemize}
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\end{itemize}
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\checksubsection{Dataset Usage}
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\begin{itemize}
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\question{Does this paper rely on one or more datasets?}{(yes/no)}
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yes
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\ifyespoints{If yes, please address the following points:}
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\begin{itemize}
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\question{A motivation is given for why the experiments are conducted on the selected datasets}{(yes/partial/no/NA)}
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yes
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\question{All novel datasets introduced in this paper are included in a data appendix}{(yes/partial/no/NA)}
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no
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\question{All novel datasets introduced in this paper will be made publicly available upon publication of the paper with a license that allows free usage for research purposes}{(yes/partial/no/NA)}
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yes
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\question{All datasets drawn from the existing literature (potentially including authors' own previously published work) are accompanied by appropriate citations}{(yes/no/NA)}
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yes
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\question{All datasets drawn from the existing literature (potentially including authors' own previously published work) are publicly available}{(yes/partial/no/NA)}
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yes
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\question{All datasets that are not publicly available are described in detail, with explanation why publicly available alternatives are not scientifically satisficing}{(yes/partial/no/NA)}
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NA
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\end{itemize}
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\end{itemize}
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\checksubsection{Computational Experiments}
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\begin{itemize}
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\question{Does this paper include computational experiments?}{(yes/no)}
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yes
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\ifyespoints{If yes, please address the following points:}
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\begin{itemize}
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\question{This paper states the number and range of values tried per (hyper-) parameter during development of the paper, along with the criterion used for selecting the final parameter setting}{(yes/partial/no/NA)}
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yes
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\question{Any code required for pre-processing data is included in the appendix}{(yes/partial/no)}
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yes
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\question{All source code required for conducting and analyzing the experiments is included in a code appendix}{(yes/partial/no)}
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yes
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\question{All source code required for conducting and analyzing the experiments will be made publicly available upon publication of the paper with a license that allows free usage for research purposes}{(yes/partial/no)}
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yes
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\question{All source code implementing new methods have comments detailing the implementation, with references to the paper where each step comes from}{(yes/partial/no)}
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yes
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\question{If an algorithm depends on randomness, then the method used for setting seeds is described in a way sufficient to allow replication of results}{(yes/partial/no/NA)}
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yes
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\question{This paper specifies the computing infrastructure used for running experiments (hardware and software), including GPU/CPU models; amount of memory; operating system; names and versions of relevant software libraries and frameworks}{(yes/partial/no)}
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yes
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\question{This paper formally describes evaluation metrics used and explains the motivation for choosing these metrics}{(yes/partial/no)}
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yes
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\question{This paper states the number of algorithm runs used to compute each reported result}{(yes/no)}
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yes
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\question{Analysis of experiments goes beyond single-dimensional summaries of performance (e.g., average; median) to include measures of variation, confidence, or other distributional information}{(yes/no)}
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yes
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\question{The significance of any improvement or decrease in performance is judged using appropriate statistical tests (e.g., Wilcoxon signed-rank)}{(yes/partial/no)}
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no
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\question{This paper lists all final (hyper-)parameters used for each model/algorithm in the paper’s experiments}{(yes/partial/no/NA)}
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yes
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\end{itemize}
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\end{itemize}
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\ifreproStandalone
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\end{document}
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\fi
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