\documentclass{midl} %



\jmlryear{2021}
\jmlrworkshop{Full Paper -- MIDL 2021}

\title{Membership Inference Attacks on Deep Regression Models for Neuroimaging}









\midlauthor{%
\Name{Umang Gupta\nametag{$^{1}$}}
\Email{umanggup@usc.edu}%
\AND
\Name{Dmitris Stripelis\nametag{$^{1}$}}
\Email{stripeli@isi.edu}%
\AND
\Name{Pradeep K. Lam\nametag{$^{2}$}}
\Email{pradeepl@usc.edu}%
\AND
\Name{Paul M. Thompson\nametag{$^{2}$}}
\Email{pthomp@usc.edu}%
\AND
\Name{{Jos\'{e} Luis} Ambite\nametag{$^{1}$}}
\Email{ambite@isi.edu}%
\AND
\Name{Greg {Ver Steeg}\nametag{$^{1}$}}
\Email{gregv@isi.edu}%
\AND
\addr $^{1}$Information Sciences Institute, University of Southern California \AND
\addr $^{2}$Imaging Genetics Center, Mark and Mary Stevens Institute for Neuroimaging and Informatics,\\ Keck School of Medicine, University of Southern California \AND
}

\usepackage{booktabs}
\usepackage{multirow}
\usepackage{caption}
\usepackage{color}
\usepackage{floatrow}
\usepackage{numprint}
\usepackage{tikz}
\usepackage{collcell}
\newfloatcommand{capbtabbox}{table}[][\FBwidth]

\newcommand{\rebuttal}[1]{{{#1}}}
\graphicspath{{figures/}}

\begin{document}

    \maketitle

    \input{sections/abstract}
    \input{sections/introduction}
    \input{sections/preliminaries}
    \input{sections/experiment_setup}
    \input{sections/results}
    \input{sections/discussion}

    \midlacknowledgments{This research was supported by DARPA contract HR0011-2090104. PL and PT were supported by the NIH under grant U01 AG068057 and by a research grant from Biogen, Inc. \rebuttal{This research has been conducted using the UK Biobank Resource under Application Number 11559.}}

    \bibliography{gupta21}

    \input{appendix/appendix}

\end{document}
