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ReproducibilityChecklist.tex
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219 lines (162 loc) · 7.91 KB
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\makeatletter
\@ifundefined{isChecklistMainFile}{
% We are compiling a standalone document
\newif\ifreproStandalone
\reproStandalonetrue
}{
% We are being \input into the main paper
\newif\ifreproStandalone
\reproStandalonefalse
}
\makeatother
\ifreproStandalone
\documentclass[letterpaper]{article}
\usepackage[submission]{aaai2026}
\setlength{\pdfpagewidth}{8.5in}
\setlength{\pdfpageheight}{11in}
\usepackage{times}
\usepackage{helvet}
\usepackage{courier}
\usepackage{xcolor}
\frenchspacing
% \begin{document}
\fi
\setlength{\leftmargini}{20pt}
\makeatletter\def\@listi{\leftmargin\leftmargini \topsep .5em \parsep .5em \itemsep .5em}
\def\@listii{\leftmargin\leftmarginii \labelwidth\leftmarginii \advance\labelwidth-\labelsep \topsep .4em \parsep .4em \itemsep .4em}
\def\@listiii{\leftmargin\leftmarginiii \labelwidth\leftmarginiii \advance\labelwidth-\labelsep \topsep .4em \parsep .4em \itemsep .4em}\makeatother
\setcounter{secnumdepth}{0}
\renewcommand\thesubsection{\arabic{subsection}}
\renewcommand\labelenumi{\thesubsection.\arabic{enumi}}
\newcounter{checksubsection}
\newcounter{checkitem}[checksubsection]
\newcommand{\checksubsection}[1]{%
\refstepcounter{checksubsection}%
\paragraph{\arabic{checksubsection}. #1}%
\setcounter{checkitem}{0}%
}
\newcommand{\checkitem}{%
\refstepcounter{checkitem}%
\item[\arabic{checksubsection}.\arabic{checkitem}.]%
}
\newcommand{\question}[2]{\normalcolor\checkitem #1 #2 \color{blue}}
\newcommand{\ifyespoints}[1]{\makebox[0pt][l]{\hspace{-15pt}\normalcolor #1}}
\section*{Reproducibility Checklist}
\vspace{1em}
\hrule
\vspace{1em}
\textbf{Instructions for Authors:}
This document outlines key aspects for assessing reproducibility. Please provide your input by editing this \texttt{.tex} file directly.
For each question (that applies), replace the ``yes'' text with your answer.
\vspace{1em}
\noindent
\textbf{Example:} If a question appears as
%
\begin{center}
\noindent
\begin{minipage}{.9\linewidth}
\ttfamily\raggedright
\string\question \{Proofs of all novel claims are included\} \{(yes/partial/no)\} \\
yes
\end{minipage}
\end{center}
you would change it to:
\begin{center}
\noindent
\begin{minipage}{.9\linewidth}
\ttfamily\raggedright
\string\question \{Proofs of all novel claims are included\} \{(yes/partial/no)\} \\
yes
\end{minipage}
\end{center}
%
Please make sure to:
\begin{itemize}\setlength{\itemsep}{.1em}
\item Replace ONLY the ``yes'' text and nothing else.
\item Use one of the options listed for that question (e.g., \textbf{yes}, \textbf{no}, \textbf{partial}, or \textbf{NA}).
\item \textbf{Not} modify any other part of the \texttt{\string\question} command or any other lines in this document.\\
\end{itemize}
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.
\vspace{1em}
\hrule
\vspace{1em}
% The questions start here
\checksubsection{General Paper Structure}
\begin{itemize}
\question{Includes a conceptual outline and/or pseudocode description of AI methods introduced}{(yes/partial/no/NA)}
yes
\question{Clearly delineates statements that are opinions, hypothesis, and speculation from objective facts and results}{(yes/no)}
yes
\question{Provides well-marked pedagogical references for less-familiar readers to gain background necessary to replicate the paper}{(yes/no)}
yes
\end{itemize}
\checksubsection{Theoretical Contributions}
\begin{itemize}
\question{Does this paper make theoretical contributions?}{(yes/no)}
no
\ifyespoints{\vspace{1.2em}If yes, please address the following points:}
\begin{itemize}
\question{All assumptions and restrictions are stated clearly and formally}{(yes/partial/no)}
\question{All novel claims are stated formally (e.g., in theorem statements)}{(yes/partial/no)}
\question{Proofs of all novel claims are included}{(yes/partial/no)}
\question{Proof sketches or intuitions are given for complex and/or novel results}{(yes/partial/no)}
\question{Appropriate citations to theoretical tools used are given}{(yes/partial/no)}
\question{All theoretical claims are demonstrated empirically to hold}{(yes/partial/no/NA)}
\question{All experimental code used to eliminate or disprove claims is included}{(yes/no/NA)}
\end{itemize}
\end{itemize}
\checksubsection{Dataset Usage}
\begin{itemize}
\question{Does this paper rely on one or more datasets?}{(yes/no)}
yes
\ifyespoints{If yes, please address the following points:}
\begin{itemize}
\question{A motivation is given for why the experiments are conducted on the selected datasets}{(yes/partial/no/NA)}
yes
\question{All novel datasets introduced in this paper are included in a data appendix}{(yes/partial/no/NA)}
yes
\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)}
yes
\question{All datasets drawn from the existing literature (potentially including authors' own previously published work) are accompanied by appropriate citations}{(yes/no/NA)}
yes
\question{All datasets drawn from the existing literature (potentially including authors' own previously published work) are publicly available}{(yes/partial/no/NA)}
yes
\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)}
yes
\end{itemize}
\end{itemize}
\checksubsection{Computational Experiments}
\begin{itemize}
\question{Does this paper include computational experiments?}{(yes/no)}
yes
\ifyespoints{If yes, please address the following points:}
\begin{itemize}
\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)}
yes
\question{Any code required for pre-processing data is included in the appendix}{(yes/partial/no)}
yes
\question{All source code required for conducting and analyzing the experiments is included in a code appendix}{(yes/partial/no)}
yes
\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)}
yes
\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)}
yes
\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)}
yes
\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)}
yes
\question{This paper formally describes evaluation metrics used and explains the motivation for choosing these metrics}{(yes/partial/no)}
yes
\question{This paper states the number of algorithm runs used to compute each reported result}{(yes/no)}
yes
\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)}
yes
\question{The significance of any improvement or decrease in performance is judged using appropriate statistical tests (e.g., Wilcoxon signed-rank)}{(yes/partial/no)}
yes
\question{This paper lists all final (hyper-)parameters used for each model/algorithm in the paper’s experiments}{(yes/partial/no/NA)}
yes
\end{itemize}
\end{itemize}
\ifreproStandalone
% \end{document}
\fi