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dev/submissions/aies/preamble.tex

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% Packages:
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\usepackage{placeins}
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\usepackage{hyperref}
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\usepackage{algpseudocode}
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\pagenumbering{gobble}

paper/paper.fdb_latexmk

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# Fdb version 3
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["pdflatex"] 1657118835 "/Users/FA31DU/Documents/code/algorithmic_recourse_dynamics/paper/paper.tex" "paper.pdf" "paper" 1657118835
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(generated)
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"paper.log"
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"paper.pdf"

paper/paper.qmd

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title: "Endogenous Dynamics in Algorithmic Recourse"
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author: |
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\author{\IEEEauthorblockN{Patrick Altmeyer}
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\IEEEauthorblockA{\textit{Delft University of Technology} \\
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\textit{EEMCS}\\
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\IEEEauthorblockA{\textit{EEMCS} \\
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\textit{Delft University of Technology}\\
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Delft, Netherlands \\
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p.altmeyer[at]tudelft.nl}
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\and
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\IEEEauthorblockN{Cynthia C. S. Liem}
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\IEEEauthorblockA{\textit{Delft University of Technology} \\
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\textit{EEMCS}\\
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\IEEEauthorblockN{Giovan Angela}
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\IEEEauthorblockA{\textit{EEMCS} \\
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\textit{Delft University of Technology}\\
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Delft, Netherlands \\
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c.c.s.liem[at]tudelft.nl}
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g.j.a.angela[at]student.tudelft.nl}
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\and
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\IEEEauthorblockN{3\textsuperscript{rd} Given Name Surname}
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\IEEEauthorblockA{\textit{dept. name of organization (of Aff.)} \\
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\textit{name of organization (of Aff.)}\\
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City, Country \\
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email address or ORCID}
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\IEEEauthorblockN{Aleksander Buszydlik}
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\IEEEauthorblockA{\textit{EEMCS} \\
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\textit{Delft University of Technology}\\
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Delft, Netherlands \\
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a.j.buszydlik[at]student.tudelft.nl}
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\and
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\IEEEauthorblockN{4\textsuperscript{th} Given Name Surname}
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\IEEEauthorblockA{\textit{dept. name of organization (of Aff.)} \\
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\textit{name of organization (of Aff.)}\\
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City, Country \\
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email address or ORCID}
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\IEEEauthorblockN{Karol Dobiczek}
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\IEEEauthorblockA{\textit{EEMCS} \\
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\textit{Delft University of Technology}\\
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Delft, Netherlands \\
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k.t.dobiczek[at]student.tudelft.nl}
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\and
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\IEEEauthorblockN{5\textsuperscript{th} Given Name Surname}
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\IEEEauthorblockA{\textit{dept. name of organization (of Aff.)} \\
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\textit{name of organization (of Aff.)}\\
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City, Country \\
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email address or ORCID}
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\IEEEauthorblockN{Cynthia C. S. Liem}
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\IEEEauthorblockA{\textit{EEMCS} \\
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\textit{Delft University of Technology}\\
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Delft, Netherlands \\
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c.c.s.liem[at]tudelft.nl}
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\and
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\IEEEauthorblockN{6\textsuperscript{th} Given Name Surname}
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\IEEEauthorblockA{\textit{dept. name of organization (of Aff.)} \\
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\textit{name of organization (of Aff.)}\\
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City, Country \\
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email address or ORCID}
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\IEEEauthorblockN{Arie van Deursen}
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\IEEEauthorblockA{\textit{EEMCS} \\
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\textit{Delft University of Technology}\\
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Delft, Netherlands \\
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arie.vandeursen[at]tudelft.nl}
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}
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format:
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pdf:
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{{< include sections/limitations.qmd >}}
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# Acknoledgment {.unnumbered}
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{{< include sections/conclusion.qmd >}}
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# Acknowledgment {.unnumbered}
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P. A. thanks ...
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\pagebreak
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\FloatBarrier
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# References {.unnumbered}
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::: {#refs}

paper/sections/conclusion.qmd

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# Concluding Remarks {#sec-conclusion}

paper/sections/introduction.qmd

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To the best of our knowledge this is the first work investigating endogenous dynamics in AR. Our contributions to the state of knowledge are two-fold. Firstly, we introduce an experimental framework extending previous work by @pawelczyk2021carla, which allows for benchmarking different counterfactual generators in terms of the endogenous domain and model shifts they introduce. To this end we propose a number of novel evaluation metrics. Secondly, we use this framework to provide the first in-depth analysis of endogenous recourse dynamics induced by various popular counterfactual generators including @wachter2017counterfactual, @joshi2019towards, @mothilal2020explaining and @antoran2020getting.
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The paper is structured as follows: @sec-related ... .
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We find that ...
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The paper is structured as follows: @sec-related places our work in the broader context of related literature. @sec-method presents our methodology and data. @sec-empirical presents our empirical findings which are then discussed in @sec-discussion. We also point to some of the limitations or our work as well as avenues for future research in @sec-limit. Finally, @sec-conclusion concludes.
2022

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