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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
<meta name="viewport" content="width=device-width, initial-scale=1"/>
<link rel="shortcut icon" href="../images/favicon.ico" />
<title>
SaTC: Accountable Information Use: Privacy and Fairness in
Decision-Making Systems
</title>
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href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css"
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/* news section's line break looks ugly in mobile view */
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</head>
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<div class="col-xs-12 col-sm-12 hidden-md hidden-lg" style="padding-top:60px;"></div>
<div class="col-md-12 hidden-xs hidden-sm" style="padding: 0px; margin-bottom:-10px;">
<nav class="navbar navbar-inverse navbar-static-top">
<div class="navbar-header">
<a class="navbar-brand" href="http://www.fairlyaccountable.org/satc">
<img class="img-rounded" style="float:left;
margin-right:10px; margin-top:-7px;" height="35"
src="images/logo.png"/> SaTC: Accountable
Information Use: Privacy and Fairness in
Decision-Making Systems</a>
</div>
</nav>
</div>
<div class="col-xs-12 hidden-md hidden-lg">
<nav class="navbar navbar-inverse navbar-fixed-top">
<div class="container-fluid">
<div class="navbar-header" style="vertical-align: middle;">
<a class="navbar-brand"
href="http://www.fairlyaccountable.org">
<img height="35" class="img-rounded" style="float:left; margin-right:10px; margin-top:-7px;"
src="images/logo.png" alt="SPF@CMU logo"/><span>SaTC</span>
</a>
<button type="button" class="navbar-toggle collapsed"
data-toggle="collapse"
data-target="#bs-example-navbar-collapse-1"
aria-expanded="false">
<span class="sr-only">Toggle navigation</span>
<span class="icon-bar"></span>
<span class="icon-bar"></span>
<span class="icon-bar"></span>
</button>
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<div class="collapse navbar-collapse" id="bs-example-navbar-collapse-1">
<ul class="nav navbar-nav">
<li><a href="#news" data-toggle="collapse" data-target="#bs-example-navbar-collapse-1">News</a></li>
<li><a href="#people" data-toggle="collapse" data-target="#bs-example-navbar-collapse-1">People</a></li>
<li><a href="#papers" data-toggle="collapse" data-target="#bs-example-navbar-collapse-1">Papers</a></li>
<li><a href="#events" data-toggle="collapse" data-target="#bs-example-navbar-collapse-1">Events</a></li>
</ul>
</div>
</div>
</nav>
</div>
<div class="col-xs-12 col-md-12 col-lg-12">
<!--<div class="panel panel-default">
<div class="panel-heading"><h4>Project Abstract</h4></div>
<div class="panel-body">-->
<p><b>Accountable Information Use: Privacy and Fairness
in Decision-Making Systems</b>: Increasingly,
decisions and actions affecting people's lives are
determined by automated systems processing personal
data. Excitement about these systems has been
accompanied by serious concerns about their opacity
and the threats that they pose to privacy, fairness,
and other values. Recognizing these concerns, the
investigators seek to make real-world automated
decision-making systems accountable for privacy and
fairness by enabling them to detect and explain
violations of these values. The technical work is
informed by, and applied to, online advertising,
healthcare, and criminal justice, in collaboration
with and as advised by domain experts.</p>
<p>Addressing privacy and fairness in decision systems
requires providing formal definitional frameworks and
practical system designs. The investigators provide
new notions of privacy and fairness that deal with
both protected information itself and proxies for it,
while handling context-dependent, normative
definitions of violations. A fundamental tension they
address pits the access given to auditors of a system
against the system owners' intellectual property
protections and the confidentiality of the personal
data used by the system. The investigators decompose
such auditing into stages, where the level of access
granted to an auditor is increased when potential
(but not explainable) violations of privacy or
fairness are detected. Workshops and public releases
of code and data amplify the investigators'
interactions with policy makers and other
stakeholders. Their partnerships with outreach
organizations encourage diversity.</p>
<!--</div>
</div>-->
</div>
<div class="col-xs-12 col-md-12 col-lg-12">
<div class="panel panel-default">
<div class="panel-heading"><h4><a name="news"></a>News</h4></div>
<div class="panel-body">
<h5><span class="label label-primary">2017-12-20</span>
The New Yorker article <a href="https://www.newyorker.com/tech/elements/new-york-citys-bold-flawed-attempt-to-make-algorithms-accountable">New York City’s Bold, Flawed Attempt to Make Algorithms Accountable</a> mentions Co-PI's Helen Nissenbaum and Tom Ristenpart.
</h5>
<h5><span class="label label-primary">2017-11-01</span>
Two of our papers were presented at CCS 2017: <a href="https://arxiv.org/abs/1705.07807">Use Privacy in Data-driven Systems</a> and <a href="https://arxiv.org/abs/1709.07886">Machine Learning Models that Remember Too Much<a/>
</h5>
<h5><span class="label label-primary">2017-08-04</span>
CMU News Release about the project:
<a href="https://engineering.cmu.edu/news-events/news/2017/08/04-datta-decision-systems.html">
Decision systems that respect privacy, fairness
</a>.
</h5>
<!--<h5><span class="label
label-primary">2017-08-04</span>
<a href="http://www.ece.cmu.edu/news/story/2017/08/datta-leads-nsf-project-on-accountable-decision-systems.html">
Datta leads NSF project on accountable decision
systems</a>.
</h5>-->
<h5><span class="label
label-primary">2017-08-01</span>
Our paper, <a href="https://arxiv.org/abs/1707.08120">Proxy Discrimination in Data-driven Systems</a>, has appeared on arXiv.
</h5>
</div>
</div>
</div>
<div class="col-xs-12 col-md-12 col-lg-12">
<div class="panel-default">
<!-- <div class="container-fluid" style="margin: 0 0; padding: 0 0;">-->
<div class="panel-heading"><h4><a name="people"></a>People</h4></div>
<div class="panel-body">
<div class="row no-gutter" style="font-size: 0px; padding-top: 10px">
<center>
<div class="person col-xs-6 col-sm-4 col-md-3 col-lg-2">
<a href="http://www.andrew.cmu.edu/user/danupam/">
<img class="img-rounded img-responsive"
src="images/person/thumbs/anupam.jpeg"/><br>
Anupam Datta</a><br/>CMU<br/>(principal investigator)
</div>
<div class="person col-xs-6 col-sm-4 col-md-3 col-lg-2">
<a href="http://www.cs.cmu.edu/~mfredrik/">
<img class="img-rounded img-responsive"
src="images/person/thumbs/matt.jpeg"/><br/>
Matt Fredrikson</a><br/>CMU<br/>(co-principal investigator)
</div>
<div class="person col-xs-6 col-sm-4 col-md-3 col-lg-2">
<a href="https://www.cylab.cmu.edu/education/faculty/mengshoel.html">
<img class="img-rounded img-responsive"
src="images/person/thumbs/ole.jpeg"/><br/>
Ole Mengshoel</a><br/>CMU<br/>(co-principal investigator)
</div>
<div class="person col-xs-6 col-sm-4 col-md-3 col-lg-2">
<a href="https://nissenbaum.tech.cornell.edu">
<img class="img-rounded img-responsive"
src="images/person/thumbs/helen.jpeg"/><br/>
Helen Nissenbaum</a><br/>Cornell Tech<br/>(co-principal investigator)
</div>
<div class="person col-xs-6 col-sm-4 col-md-3 col-lg-2">
<a href="https://rist.tech.cornell.edu/">
<img class="img-rounded img-responsive"
src="images/person/thumbs/tom.jpeg"/><br/>
Tom Ristenpart</a><br/>Cornell Tech<br/>(co-principal investigator)
</div>
<div class="person col-xs-6 col-sm-4 col-md-3 col-lg-2">
<a href="http://www1.icsi.berkeley.edu/~mct/">
<img class="img-rounded img-responsive"
src="images/person/thumbs/michael.jpeg"/><br/>
Michael C. Tschantz</a><br/>ICSI<br/>(co-principal investigator)
</div>
<div class="person-extra col-xs-3 col-sm-2 col-md-2 col-lg-1">
<a href="http://piotr.mardziel.com">
<img class="img-rounded img-responsive"
src="images/person/thumbs/piotr.jpeg"/><br/>
Piotr Mardziel</a><br/>CMU<br/>(senior person)
</div>
<div class="person-extra col-xs-3 col-sm-2 col-md-2 col-lg-1">
<a href="http://www.andrew.cmu.edu/user/achoulde">
<img class="img-rounded img-responsive"
src="images/person/thumbs/alexandra.jpeg"/><br/>
Alexandra Chouldechova</a><br/>CMU<br/>(collaborator)
</div>
<div class="person-extra col-xs-3 col-sm-2 col-md-2 col-lg-1">
<a href="http://saikat.guha.cc/">
<img class="img-rounded img-responsive"
src="images/person/thumbs/saikat.jpeg"/><br/>
Saikat Guha</a><br/>Microsoft Research<br/>(collaborator)
</div>
<div class="person-extra col-xs-3 col-sm-2 col-md-2 col-lg-1">
<a href="http://www.cs.cmu.edu/~./neill/">
<img class="img-rounded img-responsive"
src="images/person/thumbs/daniel.jpeg"/><br/>
Daniel Neill</a><br/>CMU<br/>(collaborator)
</div>
<div class="person-extra col-xs-3 col-sm-2 col-md-2 col-lg-1">
<a href="http://pages.cs.wisc.edu/~dpage/">
<img class="img-rounded img-responsive"
src="images/person/thumbs/david.jpeg"/><br/>
David Page</a><br/>University of
Wisconsin-Madison<br/>(collaborator, advisory board)
</div>
<div class="person-extra col-xs-3 col-sm-2 col-md-2 col-lg-1">
<a href="http://www.heinz.cmu.edu/faculty-and-research/faculty-profiles/faculty-details/index.aspx?faculty_id=9">
<img class="img-rounded img-responsive"
src="images/person/thumbs/alfred.jpeg"/><br/>
Alfred Blumstein</a><br/>CMU<br/>(advisory board)
</div>
<div class="person-extra col-xs-3 col-sm-2 col-md-2 col-lg-1">
<a href="http://www.law.nyu.edu/centers/adminofcriminallaw/facultyandstaff/annemilgram">
<img class="img-rounded img-responsive"
src="images/person/thumbs/anne.jpeg"/><br/>
Anne Milgram</a><br/>NYU Law<br/>(advisory board)
</div>
<div class="person-extra col-xs-3 col-sm-2 col-md-2 col-lg-1">
<a href="http://www.cs.cmu.edu/~wing">
<img class="img-rounded img-responsive"
src="images/person/thumbs/jeannette.jpeg"/><br/>
Jeannette M. Wing</a><br/>Columbia University<br/>(advisory board)
</div>
</center>
</div>
</div>
</div>
</div>
<div class="col-xs-12 col-md-6 col-lg-6">
<div class="panel panel-default">
<div class="panel-heading"><h4><a name="papers"></a>Papers</h4></div>
<div class="panel-body list">
<ul class="paper-list">
<li><img src="images/icon_report.svg"/>2018 FAT*. <a href="http://proceedings.mlr.press/v81/datta18a.html">Discrimination in Online Advertising: A Multidisciplinary Inquiry</a></li>
<li><img src="images/icon_report.svg"/>2018 arXiv. <a href="https://arxiv.org/abs/1710.05899">Differential Privacy as a Causal Property</a></li>
<li><img src="images/icon_report.svg"/>2017 arXiv. <a href="https://arxiv.org/abs/1707.08120">Proxy Discrimination in Data-driven Systems</a></li>
<li><img src="images/icon_report.svg"/>2017 CCS. <a href="https://arxiv.org/abs/1705.07807">Use Privacy in Data-driven Systems</a></li>
<li><img src="images/icon_report.svg"/>2017 CCS. <a href="https://arxiv.org/abs/1709.07886">Machine Learning Models that Remember Too Much<a/></li>
</ul>
<!--TODO: All the relevant papers published by group people along with the
abstract and bibtex entries for each.-->
</div>
</div>
</div>
<!--
<div class="col-xs-12 col-md-6 col-lg-6">
<div class="panel panel-default">
<div class="panel-heading"><h2><a name="code"></a>Tools</h2></div>
<div class="panel-body">
</div>
</div>
</div>
-->
<div class="col-xs-12 col-md-6 col-lg-6">
<div class="panel panel-default">
<div class="panel-heading"><h4><a name="events"></a>Events</h4></div>
<div class="panel-body list">
<ul>
<li>SaTC Workshop 2018</li>
<li>SaTC Workshop 2017</li>
<li><a href="https://fatconference.org/">Conference on
Fairness, Accountability, and Transparency</a>
(FAT*)<br/> 2018: February 23-24
</li>
<li><a href="http://www.fatml.org/">Workshop on
Fairness, Accountability, and Transparency</a>
(FATML)<br/> 2017: August 14
</li>
</ul>
</div>
</div>
</div>
<div class="col-xs-12 col-md-12 col-lg-12" style="padding: 0 0; margin: 0 0;">
<div class="container-fluid" style="margin: 0 0; padding: 0 0;">
<center>
This material is based upon work supported by the National
Science Foundation under Grant Number CNS 1704845.<br/><br/>
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<a href="http://www.cmu.edu"><img class="img-responsive" src="images/logo_seal_cmu.png"/></a>
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<a href="http://tech.cornell.edu"><img class="img-responsive" src="images/logo_seal_cornell.png"/></a>
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<a href="https://www.icsi.berkeley.edu/icsi"><img class="img-responsive" src="images/logo_icsi.gif"/></a>
</div><br/>
</center>
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