\documentclass[accepted, mathfont=newtx]{uai2025} 
% for initial submission
%\documentclass[accepted]{uai2025} % after acceptance, for a revised version; 
% also before submission to see how the non-anonymous paper would look like 
                        
%% There is a class option to choose the math font
% \documentclass[mathfont=ptmx]{uai2025} % ptmx math instead of Computer
                                         % Modern (has noticeable issues)
% \documentclass[mathfont=newtx]{uai2025} % newtx fonts (improves upon
                                          % ptmx; less tested, no support)
% NOTE: Only keep *one* line above as appropriate, as it will be replaced
%       automatically for papers to be published. Do not make any other
%       change above this note for an accepted version.

%% Choose your variant of English; be consistent
\usepackage[american]{babel}

%% Some suggested packages, as needed:
\usepackage{natbib} % has a nice set of citation styles and commands
\bibliographystyle{plainnat}
    \renewcommand{\bibsection}{\subsubsection*{References}}
\usepackage{mathtools} % amsmath with fixes and additions
% \usepackage{siunitx} % for proper typesetting of numbers and units
\usepackage{tikz} % nice language for creating drawings and diagrams
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\usepackage{graphicx}           % For including images
\usepackage{subcaption}         % Allows for the use of subfigures and subcaptions
\usepackage[utf8]{inputenc} % allow utf-8 input
\usepackage{booktabs}       % professional-quality tables
%\usepackage{amsfonts}       % blackboard math symbols
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\usepackage{amsthm}
\usepackage{thmtools, thm-restate}

\newtheorem{theorem}{Theorem}
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\newtheorem{corollary}[theorem]{Corollary}

\usepackage[skip=2pt]{caption}

\usepackage{hyperref}
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  linkcolor    = red,    % Colour of internal links
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}

%% Provided macros
% \smaller: Because the class footnote size is essentially LaTeX's \small,
%           redefining \footnotesize, we provide the original \footnotesize
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%           (Use only sparingly, e.g., in drawings, as it is quite small.)

%% Self-defined macros
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\title{Distributional Reinforcement Learning with \\Dual Expectile-Quantile Regression}

% The standard author block has changed for UAI 2025 to provide
% more space for long author lists and allow for complex affiliations
%
% All author information is authomatically removed by the class for the
% anonymous submission version of your paper, so you can already add your
% information below.
%
% Add authors
\author[* 1]{\href{mailto:<s.jullien@uva.nl>?Subject=Your UAI 2025 paper}{\textcolor{black}{Sami Jullien}}}
\author[* 1,2]{\href{mailto:<romain.deffayet@naverlabs.com>?Subject=Your UAI 2025 paper}{\textcolor{black}{Romain Deffayet}}}
\author[1]{\href{mailto:<p.t.groth@uva.nl>?Subject=Your UAI 2025 paper}{\textcolor{black}{Paul Groth}}}
\author[2]{\href{mailto:<jean-michel.renders@naverlabs.com>?Subject=Your UAI 2025 paper}{\textcolor{black}{Jean-Michel Renders}}}
\author[1]{\href{mailto:<m.derijke@uva.nl>?Subject=Your UAI 2025 paper}{\textcolor{black}{Maarten de Rijke}}}
% Add affiliations after the authors
\affil[1]{%
    University of Amsterdam \\
    Amsterdam, The Netherlands
}
\affil[2]{%
    Naver Labs Europe\\
    Meylan, France
  }
  
\begin{document}

\maketitle
\def\thefootnote{*}\footnotetext{Both authors contributed equally to the paper.}


\input{sections/0abstract}

\input{sections/1intro}
\input{sections/2background}
\input{sections/3related_work}
\input{sections/4method}
\input{sections/5experiments}
\input{sections/6conclusion}

\subsubsection*{Acknowledgments}
This research was partially supported by Ahold Delhaize, through AIRLab Amsterdam, by the Dutch Research Council (NWO), under project numbers 024.004.022, NWA.1389.20.\-183, and KICH3.LTP.20.006, and by the European Union's Horizon Europe program under grant agreement No 101070212. 
All content represents the opinion of the authors, which is not necessarily shared or endorsed by their respective employers and/or sponsors.

\bibliography{main}

\input{sections/7appendix}
\end{document}
