CINXE.COM

<!DOCTYPE html> <html lang="en" dir="ltr"> <head profile="http://www.w3.org/1999/xhtml/vocab"> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <meta http-equiv="X-UA-Compatible" content="IE=edge"> <meta http-equiv="Content-Type" content="text/html; charset=utf-8" /> <link rel="shortcut icon" href="https://www.cs.princeton.edu/sites/all/themes/pucs_bootstrap/favicon.ico" type="image/vnd.microsoft.icon" /> <link href="/sites/all/themes/pucs_bootstrap/images/apple-touch-icon.png" rel="apple-touch-icon-precomposed" /> <meta name="generator" content="Drupal 7 (http://drupal.org)" /> <link rel="canonical" href="https://www.cs.princeton.edu/events/26713" /> <link rel="shortlink" href="https://www.cs.princeton.edu/node/26713" /> <title>CITP Seminar – The Reach of Fairness: From Algorithmic Justice to Experimental Design | Computer Science Department at Princeton University</title> <link type="text/css" rel="stylesheet" href="https://www.cs.princeton.edu/sites/default/files/css/css_lQaZfjVpwP_oGNqdtWCSpJT1EMqXdMiU84ekLLxQnc4.css" media="all" /> <link type="text/css" rel="stylesheet" href="https://www.cs.princeton.edu/sites/default/files/css/css_M0WQ8auEBjLHCDTPNObpOsdXlMkm4XuORv-4_N7iLbU.css" media="all" /> <link type="text/css" rel="stylesheet" href="https://www.cs.princeton.edu/sites/default/files/css/css_Wu8npAzy16WmnnnWKxpexfgsAryolGGaX6yO3GWA5bU.css" media="all" /> <link type="text/css" rel="stylesheet" href="https://www.cs.princeton.edu/sites/default/files/css/css_MiM1DVBF4hwHQdd4Pvn6lG4CuDkDVIcTIyUyJyWzV6c.css" media="all" />   <script src="https://www.cs.princeton.edu/sites/default/files/js/js_6UR8aB1w5-y_vdUUdWDWlX2QhWu_qIXlEGEV48YgV-c.js"></script> <script src="https://www.cs.princeton.edu/sites/default/files/js/js_ugc9TCvB3xPvzA5OcSYFSkPDixv-iUNWOZXxlpR9F_g.js"></script> <script src="https://www.cs.princeton.edu/sites/default/files/js/js_MiHCTVVFvCLJkFf5Duzu3CDqwszJk5NgJ2lbOrhCXck.js"></script> <script>(function(i,s,o,g,r,a,m){i["GoogleAnalyticsObject"]=r;i[r]=i[r]||function(){(i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)})(window,document,"script","//www.google-analytics.com/analytics.js","ga");ga("create", "UA-2811780-1", {"cookieDomain":"auto"});ga("set", "anonymizeIp", true);ga("send", "pageview");</script> <script src="https://www.cs.princeton.edu/sites/default/files/js/js_yX-k6fx8cvB-_Sg49vLBKBl9SfmoXLofpq8IIMiJRnM.js"></script> <script>jQuery.extend(Drupal.settings, {"basePath":"\/","pathPrefix":"","setHasJsCookie":0,"ajaxPageState":{"theme":"pucs_bootstrap","theme_token":"XwWRo0Pkri2xCQ5Cm8hztz9SZcF26h6HGrBevpHN6Zs","js":{"sites\/all\/themes\/bootstrap\/js\/bootstrap.js":1,"sites\/all\/modules\/contrib\/jquery_update\/replace\/jquery\/2.2\/jquery.min.js":1,"misc\/jquery-extend-3.4.0.js":1,"misc\/jquery-html-prefilter-3.5.0-backport.js":1,"misc\/jquery.once.js":1,"misc\/drupal.js":1,"sites\/all\/modules\/contrib\/jquery_update\/js\/jquery_browser.js":1,"sites\/all\/modules\/custom\/cs_course_schedules\/js\/cs_course_schedules.js":1,"sites\/all\/modules\/custom\/cs_core\/cs_core.js":1,"sites\/all\/modules\/contrib\/google_analytics\/googleanalytics.js":1,"0":1,"sites\/all\/themes\/pucs_bootstrap\/js\/responsive-tables.js":1,"sites\/all\/themes\/pucs_bootstrap\/js\/scripts.js":1},"css":{"modules\/system\/system.base.css":1,"sites\/all\/modules\/contrib\/date\/date_api\/date.css":1,"sites\/all\/modules\/contrib\/date\/date_repeat_field\/date_repeat_field.css":1,"modules\/field\/theme\/field.css":1,"modules\/node\/node.css":1,"sites\/all\/modules\/contrib\/views\/css\/views.css":1,"sites\/all\/modules\/contrib\/ctools\/css\/ctools.css":1,"sites\/all\/modules\/contrib\/ldap\/ldap_servers\/ldap_servers.admin.css":1,"sites\/all\/themes\/pucs_bootstrap\/css\/style.css":1,"sites\/all\/themes\/pucs_bootstrap\/css\/responsive-tables.css":1}},"googleanalytics":{"trackOutbound":1,"trackMailto":1,"trackDownload":1,"trackDownloadExtensions":"7z|aac|arc|arj|asf|asx|avi|bin|csv|doc(x|m)?|dot(x|m)?|exe|flv|gif|gz|gzip|hqx|jar|jpe?g|js|mp(2|3|4|e?g)|mov(ie)?|msi|msp|pdf|phps|png|ppt(x|m)?|pot(x|m)?|pps(x|m)?|ppam|sld(x|m)?|thmx|qtm?|ra(m|r)?|sea|sit|tar|tgz|torrent|txt|wav|wma|wmv|wpd|xls(x|m|b)?|xlt(x|m)|xlam|xml|z|zip"},"bootstrap":{"anchorsFix":0,"anchorsSmoothScrolling":1,"formHasError":1,"popoverEnabled":0,"popoverOptions":{"animation":1,"html":0,"placement":"right","selector":"","trigger":"click","triggerAutoclose":1,"title":"","content":"","delay":0,"container":"body"},"tooltipEnabled":0,"tooltipOptions":{"animation":1,"html":0,"placement":"auto left","selector":"","trigger":"hover focus","delay":0,"container":"body"}}});</script> </head> <body class="html not-front not-logged-in one-sidebar sidebar-first page-node page-node- page-node-26713 node-type-event" > <div id="skip-link"> <a href="#main-content" class="element-invisible element-focusable">Skip to main content</a> </div> <div id="top-navigation"> <div class="container"> <a class="logo navbar-btn pull-left" href="http://www.princeton.edu" target="_blank" title="Home"> <img src="/sites/all/themes/pucs_bootstrap/images/princeton_university_logo.png" alt="Princeton University"/> </a> <a href="#" id="mobile-toggle-quicklinks" class="visible-xs" data-target="responsive-quicklinks"> <span class="glyphicon glyphicon-remove"></span>Quick links </a> <div class="clearfix visible-xs"></div> <ul id="responsive-quicklinks" class="hidden-xs"> <li><a href="http://csguide.cs.princeton.edu"><span class="glyphicon glyphicon-globe"></span>CS Guide</a></li> <li><a href="/general/directory"><span class="glyphicon glyphicon-folder-open"></span>Directory</a></li> <li><a href="/general/contact"><span class="glyphicon glyphicon-envelope"></span>Contact</a></li> </ul> </div> </div> <header id="branding"> <div class="container"> <div class="row"> <div class="col-sm-8"> <div class="site-logo"> <a href="/"><span class="department">Department of</span> <span class="cs">Computer Science</span></a> </div> </div> <div class="col-sm-4"> <div class="search-navigation hidden-xs"> <div class="input-group"> <script> (function() { var cx = '005649317310637734940:yeomcaujqdw'; var gcse = document.createElement('script'); gcse.type = 'text/javascript'; gcse.async = true; gcse.src = (document.location.protocol == 'https:' ? 'https:' : 'http:') + '//www.google.com/cse/cse.js?cx=' + cx; var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(gcse, s); })(); </script> <gcse:searchbox-only></gcse:searchbox-only> </div> </div> </div> </div> </div> </header> <div id="main-navigation"> <div class="container"> <a href="#" id="mobile-toggle-menu" class="mobile-toggle" data-target="block-menu-block-2"> <span class="glyphicon glyphicon-align-justify"></span>Menu </a> <a href="#" id="mobile-toggle-search" class="mobile-toggle" data-target="mobile-search"> <span class="glyphicon glyphicon-search"></span>Search </a> <div class="clearfix"></div> <div class="region region-navigation"> <section id="block-menu-block-2" class="block block-menu-block hidden-xs clearfix"> <div class="block-content"> <div class="menu-block-wrapper menu-block-2 menu-name-main-menu parent-mlid-0 menu-level-1"> <ul class="menu nav"><li class="first expanded menu-mlid-1319"><span class="glyphicon glyphicon-plus menu-expander"></span> <a href="/ugrad" class="menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished">Undergraduate Program</a><ul class="menu nav"><li class="first leaf menu-mlid-1374"><a href="/ugrad/advisers" class="menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished">Advisers & Contacts</a></li> <li class="expanded menu-mlid-1375"><span class="glyphicon glyphicon-plus menu-expander"></span> <a href="/ugrad/becoming-cs-major" class="menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished">Becoming a CS Major</a><ul class="menu nav"><li class="first leaf menu-mlid-1376"><a href="/ugrad/becoming-cs-major/bse-vs-ab" class="menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished">Bachelor of Arts & Bachelor of Science in Engineering</a></li> <li class="leaf menu-mlid-1377"><a href="/ugrad/becoming-cs-major/prerequisites" class="menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished">Prerequisites</a></li> <li class="leaf menu-mlid-2176"><a href="/ugrad/becoming-cs-major/declaring-ab-students" class="menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished">Declaring Computer Science for AB Students</a></li> <li class="leaf menu-mlid-2177"><a href="/ugrad/becoming-cs-major/declaring-bse-students" class="menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished">Declaring Computer Science for BSE Students</a></li> <li class="leaf menu-mlid-2328"><a href="/ugrad/class-of-2025-departmental-requirements">Class of '25, '26 & '27 - Departmental Requirements</a></li> <li class="leaf menu-mlid-1378"><a href="/ugrad/becoming-cs-major/requirements" class="menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished">Class of 2024 - Departmental Requirements</a></li> <li class="last leaf menu-mlid-2341"><a href="/ugrad/COS126-precept-information-for-students-and-advisors">COS126 Information</a></li> </ul></li> <li class="expanded menu-mlid-1433"><span class="glyphicon glyphicon-plus menu-expander"></span> <a href="/ugrad/independent-work" class="menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished">Independent Work & Theses</a><ul class="menu nav"><li class="first leaf menu-mlid-2078"><a href="/ugrad/independent-work/important-steps-and-deadlines" class="menu-node-unpublished">Important Steps and Deadlines</a></li> <li class="leaf menu-mlid-2076"><a href="/ugrad/independent-work/independent-work-seminars" title="Independent Work Seminars">Independent Work Seminars</a></li> <li class="leaf menu-mlid-2433"><a href="/ugrad/independent-work/independent-work-seminar-offerings-spring-2025">Independent Work Seminar Offerings - Spring 2025</a></li> <li class="leaf menu-mlid-2079"><a href="/ugrad/independent-work/guidelines-and-useful-information" class="menu-node-unpublished menu-node-unpublished">Guidelines and Useful Information</a></li> <li class="leaf menu-mlid-2157"><a href="/ugrad/independent-work/undergraduate-research-topics" class="menu-node-unpublished">Undergraduate Research Topics</a></li> <li class="last leaf menu-mlid-2324"><a href="/ugrad/independent-work/ab-junior-research-workshops">AB Junior Research Workshops</a></li> </ul></li> <li class="leaf menu-mlid-2175"><a href="/ugrad/faq" title="Undergraduate Program Frequently Asked Questions" class="menu-node-unpublished menu-node-unpublished">Undergraduate Program FAQ</a></li> <li class="leaf menu-mlid-2419"><a href="/ugrad/minor" class="menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished">Minor Program</a></li> <li class="expanded menu-mlid-2420"><span class="glyphicon glyphicon-plus menu-expander"></span> <a href="/ugrad/ugrad-student-funding" title="Computer Science – Funding for Student Group Activities" class="menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished">Student Funding</a><ul class="menu nav"><li class="first leaf menu-mlid-2432"><a href="/ugrad/ugrad-studentorg-funding" class="menu-node-unpublished menu-node-unpublished">Funding for Student Groups</a></li> <li class="last leaf menu-mlid-2431"><a href="/ugrad/ugrad-conference-funding" class="menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished">Conference Funding for Undergrads</a></li> </ul></li> <li class="expanded menu-mlid-1381"><span class="glyphicon glyphicon-plus menu-expander"></span> <a href="/ugrad/get-involved" class="menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished">Student Life</a><ul class="menu nav"><li class="first leaf menu-mlid-1382"><a href="/ugrad/get-involved/mailing-lists" class="menu-node-unpublished menu-node-unpublished">Mailing Lists and Policies</a></li> <li class="last leaf menu-mlid-1380"><a href="/ugrad/study-abroad" class="menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished">Study Abroad</a></li> </ul></li> <li class="last leaf menu-mlid-1419"><a href="/ugrad/life-outside" class="menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished">Jobs & Careers</a></li> </ul></li> <li class="expanded menu-mlid-297"><span class="glyphicon glyphicon-plus menu-expander"></span> <a href="/grad">Graduate Program</a><ul class="menu nav"><li class="first leaf menu-mlid-723"><a href="/grad/admissions-requirements">Admissions Requirements</a></li> <li class="expanded menu-mlid-2339"><span class="glyphicon glyphicon-plus menu-expander"></span> <a href="/grad/doctoral-degree">Doctoral Degree</a><ul class="menu nav"><li class="first leaf menu-mlid-729"><a href="/grad/competency">Breadth Requirements</a></li> <li class="leaf menu-mlid-731"><a href="/grad/pre-fpo">Pre-FPO Checklist</a></li> <li class="last leaf menu-mlid-732"><a href="/grad/fpo-checklist">FPO Checklist</a></li> </ul></li> <li class="expanded menu-mlid-2340"><span class="glyphicon glyphicon-plus menu-expander"></span> <a href="/grad/masters-degree">Master’s Degree</a><ul class="menu nav"><li class="first leaf menu-mlid-2342"><a href="/grad/m.s.e.-track" class="menu-node-unpublished menu-node-unpublished menu-node-unpublished">M.S.E. Track</a></li> <li class="leaf menu-mlid-2343"><a href="/grad/m.eng.-track" class="menu-node-unpublished menu-node-unpublished menu-node-unpublished">M.Eng. Track</a></li> <li class="last leaf menu-mlid-2348"><a href="/grad/departmental-internship-policy-for-masters-students" class="menu-node-unpublished menu-node-unpublished menu-node-unpublished">Departmental Internship Policy (for Master's students)</a></li> </ul></li> <li class="leaf menu-mlid-722"><a href="/grad/faq">FAQ</a></li> <li class="leaf menu-mlid-724"><a href="/grad/financial-aid">Funding</a></li> <li class="leaf menu-mlid-2430"><a href="/grad/resources" class="menu-node-unpublished menu-node-unpublished">Grad Student Resources</a></li> <li class="leaf menu-mlid-730"><a href="/grad/general-exam">General Examination</a></li> <li class="leaf menu-mlid-2346"><a href="/grad/current-student-resources">Fellowship Opportunities</a></li> <li class="leaf menu-mlid-733"><a href="/grad/travel">Travel Reimbursement Policy</a></li> <li class="last leaf menu-mlid-2427"><a href="/grad/advice-on-research-communications-skills">Communication Skills</a></li> </ul></li> <li class="expanded menu-mlid-266"><span class="glyphicon glyphicon-plus menu-expander"></span> <a href="/courses">Courses</a><ul class="menu nav"><li class="first leaf menu-mlid-1860"><a href="/courses/schedule" title="">Course Schedule</a></li> <li class="last leaf menu-mlid-1862"><a href="/courses/catalog" title="">Course Catalog</a></li> </ul></li> <li class="expanded menu-mlid-267"><span class="glyphicon glyphicon-plus menu-expander"></span> <a href="/research">Research</a><ul class="menu nav"><li class="first leaf menu-mlid-528"><a href="/research/areas" title="">Research Areas</a></li> <li class="leaf menu-mlid-299"><a href="/research/interdisciplinary-programs">Interdisciplinary Programs</a></li> <li class="leaf menu-mlid-530"><a href="/research/techreps" title="">Technical Reports</a></li> <li class="last leaf menu-mlid-561"><a href="/research/computing">Computing Facilities</a></li> </ul></li> <li class="expanded menu-mlid-2067"><span class="glyphicon glyphicon-plus menu-expander"></span> <a href="/people">People</a><ul class="menu nav"><li class="first leaf menu-mlid-2069"><a href="/people/faculty">Faculty</a></li> <li class="leaf menu-mlid-2072"><a href="/people/research">Researchers</a></li> <li class="leaf menu-mlid-2073"><a href="/people/restech">Technical Staff</a></li> <li class="leaf menu-mlid-2068"><a href="/people/admins">Administrative Staff</a></li> <li class="leaf menu-mlid-2071"><a href="/people/grad">Graduate Students</a></li> <li class="leaf menu-mlid-2074"><a href="/people/ugrad">Undergraduate Students</a></li> <li class="last leaf menu-mlid-2070"><a href="/people/gradalumni">Graduate Alumni</a></li> </ul></li> <li class="expanded menu-mlid-2422"><span class="glyphicon glyphicon-plus menu-expander"></span> <a href="/diversity-and-outreach">Diversity & Outreach</a><ul class="menu nav"><li class="first leaf menu-mlid-2423"><a href="/diversity-and-inclusion/climate-and-inclusion-committee" class="menu-node-unpublished">Climate and Inclusion Committee</a></li> <li class="leaf menu-mlid-2429"><a href="/diversity-and-outreach/researchexperience" class="menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished">REU on AI and Machine Learning</a></li> <li class="leaf menu-mlid-2426"><a href="/diversity-and-inclusion/resources-for-undergraduate-and-graduate-students" class="menu-node-unpublished">Resources for Undergraduate & Graduate Students</a></li> <li class="leaf menu-mlid-2424"><a href="/diversity-and-inclusion/outreach-initiatives" class="menu-node-unpublished">Outreach Initiatives</a></li> <li class="last leaf menu-mlid-2425"><a href="/diversity-and-inclusion/resources-for-faculty-and-staff" class="menu-node-unpublished">Resources for Faculty & Staff</a></li> </ul></li> <li class="last expanded active-trail menu-mlid-271 active"><span class="glyphicon glyphicon-plus menu-expander"></span> <a href="/general" class="active-trail">About</a><ul class="menu nav"><li class="first leaf menu-mlid-307"><a href="/general/contact">Contact Us</a></li> <li class="leaf menu-mlid-310"><a href="/general/visit">Visit Us</a></li> <li class="expanded active-trail menu-mlid-308 active"><span class="glyphicon glyphicon-plus menu-expander"></span> <a href="/general/newsevents" class="active-trail">News and Events</a><ul class="menu nav"><li class="first leaf menu-mlid-1790"><a href="/general/newsevents/news" title="">News</a></li> <li class="leaf active-trail menu-mlid-1784 active"><a href="/general/newsevents/events" class="active-trail">Events</a></li> <li class="last leaf menu-mlid-1996"><a href="/general/newsevents/spotlight" title="">Spotlight Stories</a></li> </ul></li> <li class="leaf menu-mlid-1801"><a href="/general/directory" title="">Directory</a></li> <li class="last leaf menu-mlid-270"><a href="/general/jobs">Job Openings</a></li> </ul></li> </ul></div> </div> </section>  </div> <div id="mobile-search" class="hidden"> <gcse:searchbox-only></gcse:searchbox-only> </div> </div> </div> <div id="main-wrapper"> <div class="main-container container"> <header role="banner" id="page-header"> </header>  <div class="row"> <section class="col-sm-9 col-sm-push-3"> <ol class="breadcrumb"><li><a href="/">Home</a></li> <li><a href="/general">About</a></li> <li><a href="/general/newsevents">News and Events</a></li> <li><a href="/general/newsevents/events">Events</a></li> </ol> <div id="content"> <a id="main-content"></a> <h1 class="page-header">CITP Seminar – The Reach of Fairness: From Algorithmic Justice to Experimental Design</h1> <div class="region region-content"> <section id="block-system-main" class="block block-system clearfix"> <div class="block-content"> <div id="node-26713" class="node node-event clearfix"> <div class="content"> <div class="event-details"> <div class="event-detail"> <span class="event-label"> <span class="glyphicon glyphicon-calendar"></span> Date and Time </span> <div class="event-value"> <div class="field field-name-field-event-date-time field-type-datetime field-label-hidden"><div class="field-items"><div class="field-item even"><span class="date-display-single">Tuesday, February 18, 2025 - <span class="date-display-start">12:30pm</span> to <span class="date-display-end">1:30pm</span></span></div></div></div> </div> </div> <div class="event-detail"> <span class="event-label"> <span class="glyphicon glyphicon-map-marker"></span> Location </span> <div class="event-value"> <div class="field field-name-field-event-location-id field-type-number-integer field-label-hidden"><div class="field-items"><div class="field-item even">Sherrerd Hall 306</div></div></div> </div> </div> <div class="event-detail"> <span class="event-label"> <span class="glyphicon glyphicon-tag"></span> Type </span> <div class="event-value"> <div class="field field-name-field-event-type field-type-taxonomy-term-reference field-label-hidden"><div class="field-items"><div class="field-item even">CITP</div></div></div> </div> </div> <div class="event-detail"> <span class="event-label"> <span class="glyphicon glyphicon-user"></span> Speaker </span> <div class="event-value"> Lydia Liu, from Princeton University </div> </div> <div class="event-detail"> <span class="event-label"> <span class="glyphicon glyphicon-info-sign"></span> Host </span> <div class="event-value"> <a href="https://citp.princeton.edu/" target="_blank">Center for Information Technology Policy (CITP)</a> </div> </div> <div class="event-detail"> <span class="event-label"> <span class="glyphicon glyphicon-globe"></span> Website </span> <div class="event-value"> <a href="https://citp.princeton.edu/event/citp-seminar-liu/" target="_blank">https://citp.princeton.edu/event/citp-seminar-liu/</a> </div> </div> </div> <div class="event-body"> <div class="field field-name-field-event-description field-type-text-with-summary field-label-hidden"><div class="field-items"><div class="field-item even"><p><div class="media media-element-container media-embedded_left"><img alt="Lydia Liu" class="media-element file-embedded-left img-responsive" data-delta="1" src="/sites/default/files/styles/embedded_image/public/uploads/liu_lydia.jpg?itok=R0iH6zSe" width="250" height="250" /></div>As AI systems increasingly shape critical decisions in society, ensuring fairness presents both philosophical and practical challenges. This talk begins by broadening the existing scope of normative discourse on machine learning and algorithmic decision-making. Drawing on an understanding of fair cooperation among free and equal persons as a fundamental political value as in Rawlsian theory, the talk explores how concerns about fairness and machine learning should be expanded in three key ways: (1) addressing discrimination beyond group subordination, (2) addressing equality of opportunity beyond organizational decision-making, and (3) addressing fairness beyond the equality of opportunity.</p> <p>In translating these principles into practice, the challenge of evaluating automated decision systems in deployment is examined. The talk highlights how experimental designs often simplify human decision-making, potentially biasing the understanding of the impacts of algorithmic interventions. Together, these perspectives underscore the need for both conceptual expansion and rigorous evaluation to ensure that algorithmic deployments align with societal fairness.</p> <p><strong>Bio</strong>: Lydia Liu joined Princeton University as an assistant professor in 2024. Her current research examines the theoretical foundations of machine learning and algorithmic decision-making, with a focus on societal impact and welfare.</p> <p>Prior to joining Princeton she was a postdoctoral associate at Cornell University Computer Science in the Artificial Intelligence, Policy, and Practice (AIPP) initiative. Her work has be recognized with a Microsoft Ada Lovelace Fellowship, an Open Philanthropy AI Fellowship, an NUS Development Grant, and an ICML Best Paper Award.</p> <p>She obtained a Ph.D. in Electrical Engineering and Computer Sciences from University of California, Berkeley and a B.S.E. in Operations Research and Financial Engineering at Princeton University.</p> <hr> <p>In-person attendance is open to Princeton University faculty, staff and students.</p> <p>This talk will be open to the public, <a href="https://princeton.zoom.us/j/92524687431"><strong>at this link</strong></a>, via Zoom. It will be recorded and posted here, on the CITP YouTube channel, and on the Princeton University Media Central channel.</p> <p>If you need an accommodation for a disability please contact Jean Butcher at butcher@princeton.edu at least one week before the event.</p> <p><em>Contributions to and/or sponsorship of any event does not constitute departmental or institutional endorsement of the specific program, speakers or views presented.</em></p> </div></div></div> </div> </div> </div> </div> </section>  </div> <div class="clearfix"></div> </div> </section> <aside class="col-sm-3 col-sm-pull-9" role="complementary" id="sidebar-first"> <div class="region region-sidebar-first"> <section id="block-menu-block-1" class="block block-menu-block hidden-xs clearfix"> <h2 class="block-title"> Navigation </h2> <div class="block-content"> <div class="menu-block-wrapper menu-block-1 menu-name-main-menu parent-mlid-0 menu-level-2"> <ul class="menu nav"><li class="first leaf menu-mlid-307"><a href="/general/contact"><span class="glyphicon glyphicon-chevron-right"></span> Contact Us</a></li> <li class="leaf menu-mlid-310"><a href="/general/visit"><span class="glyphicon glyphicon-chevron-right"></span> Visit Us</a></li> <li class="expanded active-trail menu-mlid-308 active"><a href="/general/newsevents" class="active-trail"><span class="glyphicon glyphicon-chevron-down"></span> News and Events</a><ul class="menu nav"><li class="first leaf menu-mlid-1790"><a href="/general/newsevents/news" title=""><span class="glyphicon glyphicon-chevron-right"></span> News</a></li> <li class="leaf active-trail menu-mlid-1784 active"><a href="/general/newsevents/events" class="active-trail"><span class="glyphicon glyphicon-chevron-right"></span> Events</a></li> <li class="last leaf menu-mlid-1996"><a href="/general/newsevents/spotlight" title=""><span class="glyphicon glyphicon-chevron-right"></span> Spotlight Stories</a></li> </ul></li> <li class="leaf menu-mlid-1801"><a href="/general/directory" title=""><span class="glyphicon glyphicon-chevron-right"></span> Directory</a></li> <li class="last leaf menu-mlid-270"><a href="/general/jobs"><span class="glyphicon glyphicon-chevron-right"></span> Job Openings</a></li> </ul></div> </div> </section>  <section id="block-views-events-events-block" class="block block-views clearfix"> <h2 class="block-title"> <span class="glyphicon glyphicon-calendar"></span> <a href="/general/newsevents/events">Events</a> </h2> <div class="block-content"> <div class="view view-events view-id-events view-display-id-events_block view-dom-id-d8ac3b8c4384056e1c28344d3f754c19"> <div class="view-content"> <ul> <li class=""> <div class="event-date-group"> <div class="event-date-day"> <span class="date-display-single">18</span> </div> <div class="event-date-month"> <span class="date-display-single">Feb</span> </div> </div> <div class="event-title"> <a href="/events/26713" class="active">Lydia Liu: CITP Seminar – The Reach of Fairness: From Algorithmic Justice to Experimental Design</a> </div> </li> </ul> </div> <div class="view-footer"> <a href="/general/newsevents/events"><span class="glyphicon glyphicon-chevron-right"></span>Full calendar and archive</a> </div> </div> </div> </section>  <section id="block-views-news-recent-news-block" class="block block-views clearfix"> <h2 class="block-title"> <span class="glyphicon glyphicon-time"></span> <a href="/general/newsevents/news">News</a> </h2> <div class="block-content"> <div class="view view-news view-id-news view-display-id-recent_news_block view-dom-id-bb06c8cd25f2cba40adcbc7d394c282e"> <div class="view-content"> <ul> <li class=""> <span class="news-date">December 2nd, 2024</span> <a href="/news/more-checks-make-ai-fairer">More checks make AI fairer</a> </li> <li class=""> <span class="news-date">November 12th, 2024</span> <a href="/news/tech-policy-conference-highlighted-need-skilled-talent-across-disciplines">Tech policy conference highlighted the need for skilled talent across disciplines</a> </li> <li class=""> <span class="news-date">October 31st, 2024</span> <a href="/news/tracking-cell-mutations-new-tool-reveals-how-tumors-evolve">Tracking cell mutations, a new tool reveals how tumors evolve</a> </li> </ul> </div> <div class="view-footer"> <a href="/general/newsevents/news"><span class="glyphicon glyphicon-chevron-right"></span>News archive</a> </div> </div> </div> </section>  </div> </aside>  </div> <div id="social-icons"> Follow us: <a href="https://www.facebook.com/PrincetonCS" target="_blank"> <img src="/sites/all/themes/pucs_bootstrap/images/icon-facebook.png" alt="Facebook"/> </a> <a href="https://twitter.com/princetoncs" target="_blank"> <img src="/sites/all/themes/pucs_bootstrap/images/icon-twitter.png" alt="Twitter"/> </a> <a href="https://www.linkedin.com/school/university-princeton-university-computer-science" target="_blank"> <img src="/sites/all/themes/pucs_bootstrap/images/icon-linkedin.png" alt="Linkedin"/> </a> </div> </div> </div> <div id="footer-top-wrapper"> <footer id="footer-top" class="container"> <div class="region region-footer-top"> <section id="block-menu-block-3" class="block block-menu-block clearfix"> <div class="block-content"> <div class="menu-block-wrapper menu-block-3 menu-name-main-menu parent-mlid-0 menu-level-1"> <ul class="menu nav"><li class="first expanded menu-mlid-1319"><a href="/ugrad" class="menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished">Undergraduate Program</a><ul class="menu nav"><li class="first leaf menu-mlid-1374"><a href="/ugrad/advisers" class="menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished">Advisers & Contacts</a></li> <li class="leaf has-children menu-mlid-1375"><a href="/ugrad/becoming-cs-major" class="menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished">Becoming a CS Major</a></li> <li class="leaf has-children menu-mlid-1433"><a href="/ugrad/independent-work" class="menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished">Independent Work & Theses</a></li> <li class="leaf menu-mlid-2175"><a href="/ugrad/faq" title="Undergraduate Program Frequently Asked Questions" class="menu-node-unpublished menu-node-unpublished">Undergraduate Program FAQ</a></li> <li class="leaf menu-mlid-2419"><a href="/ugrad/minor" class="menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished">Minor Program</a></li> <li class="leaf has-children menu-mlid-2420"><a href="/ugrad/ugrad-student-funding" title="Computer Science – Funding for Student Group Activities" class="menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished">Student Funding</a></li> <li class="leaf has-children menu-mlid-1381"><a href="/ugrad/get-involved" class="menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished">Student Life</a></li> <li class="last leaf menu-mlid-1419"><a href="/ugrad/life-outside" class="menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished">Jobs & Careers</a></li> </ul></li> <li class="expanded menu-mlid-297"><a href="/grad">Graduate Program</a><ul class="menu nav"><li class="first leaf menu-mlid-723"><a href="/grad/admissions-requirements">Admissions Requirements</a></li> <li class="leaf has-children menu-mlid-2339"><a href="/grad/doctoral-degree">Doctoral Degree</a></li> <li class="leaf has-children menu-mlid-2340"><a href="/grad/masters-degree">Master’s Degree</a></li> <li class="leaf menu-mlid-722"><a href="/grad/faq">FAQ</a></li> <li class="leaf menu-mlid-724"><a href="/grad/financial-aid">Funding</a></li> <li class="leaf menu-mlid-2430"><a href="/grad/resources" class="menu-node-unpublished menu-node-unpublished">Grad Student Resources</a></li> <li class="leaf menu-mlid-730"><a href="/grad/general-exam">General Examination</a></li> <li class="leaf menu-mlid-2346"><a href="/grad/current-student-resources">Fellowship Opportunities</a></li> <li class="leaf menu-mlid-733"><a href="/grad/travel">Travel Reimbursement Policy</a></li> <li class="last leaf menu-mlid-2427"><a href="/grad/advice-on-research-communications-skills">Communication Skills</a></li> </ul></li> <li class="expanded menu-mlid-266"><a href="/courses">Courses</a><ul class="menu nav"><li class="first leaf menu-mlid-1860"><a href="/courses/schedule" title="">Course Schedule</a></li> <li class="last leaf menu-mlid-1862"><a href="/courses/catalog" title="">Course Catalog</a></li> </ul></li> <li class="expanded menu-mlid-267"><a href="/research">Research</a><ul class="menu nav"><li class="first leaf menu-mlid-528"><a href="/research/areas" title="">Research Areas</a></li> <li class="leaf menu-mlid-299"><a href="/research/interdisciplinary-programs">Interdisciplinary Programs</a></li> <li class="leaf menu-mlid-530"><a href="/research/techreps" title="">Technical Reports</a></li> <li class="last leaf menu-mlid-561"><a href="/research/computing">Computing Facilities</a></li> </ul></li> <li class="expanded menu-mlid-2067"><a href="/people">People</a><ul class="menu nav"><li class="first leaf menu-mlid-2069"><a href="/people/faculty">Faculty</a></li> <li class="leaf menu-mlid-2072"><a href="/people/research">Researchers</a></li> <li class="leaf menu-mlid-2073"><a href="/people/restech">Technical Staff</a></li> <li class="leaf menu-mlid-2068"><a href="/people/admins">Administrative Staff</a></li> <li class="leaf menu-mlid-2071"><a href="/people/grad">Graduate Students</a></li> <li class="leaf menu-mlid-2074"><a href="/people/ugrad">Undergraduate Students</a></li> <li class="last leaf menu-mlid-2070"><a href="/people/gradalumni">Graduate Alumni</a></li> </ul></li> <li class="expanded menu-mlid-2422"><a href="/diversity-and-outreach">Diversity & Outreach</a><ul class="menu nav"><li class="first leaf menu-mlid-2423"><a href="/diversity-and-inclusion/climate-and-inclusion-committee" class="menu-node-unpublished">Climate and Inclusion Committee</a></li> <li class="leaf menu-mlid-2429"><a href="/diversity-and-outreach/researchexperience" class="menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished menu-node-unpublished">REU on AI and Machine Learning</a></li> <li class="leaf menu-mlid-2426"><a href="/diversity-and-inclusion/resources-for-undergraduate-and-graduate-students" class="menu-node-unpublished">Resources for Undergraduate & Graduate Students</a></li> <li class="leaf menu-mlid-2424"><a href="/diversity-and-inclusion/outreach-initiatives" class="menu-node-unpublished">Outreach Initiatives</a></li> <li class="last leaf menu-mlid-2425"><a href="/diversity-and-inclusion/resources-for-faculty-and-staff" class="menu-node-unpublished">Resources for Faculty & Staff</a></li> </ul></li> <li class="last expanded active-trail menu-mlid-271 active"><a href="/general" class="active-trail">About</a><ul class="menu nav"><li class="first leaf menu-mlid-307"><a href="/general/contact">Contact Us</a></li> <li class="leaf menu-mlid-310"><a href="/general/visit">Visit Us</a></li> <li class="leaf has-children active-trail menu-mlid-308 active"><a href="/general/newsevents" class="active-trail">News and Events</a></li> <li class="leaf menu-mlid-1801"><a href="/general/directory" title="">Directory</a></li> <li class="last leaf menu-mlid-270"><a href="/general/jobs">Job Openings</a></li> </ul></li> </ul></div> </div> </section>  </div>  </footer> </div> <footer id="footer-bottom" class="container"> <div class="row"> <div class="col-xs-12 col-sm-6"> <a href="http://www.princeton.edu" target="_blank"> <img id="footer-princeton-logo" src="/sites/all/themes/pucs_bootstrap/images/princeton_university_logo.png" alt="Princeton University"/> </a> <p> © 2024 The Trustees of Princeton University. </p> <p> <a href="/general/policies">Terms of Use</a> | <a href="/general/policies#privacy">Privacy Policy</a> | <a href="/sitemap">Site Map</a> </p> </div> <div class="col-xs-12 col-sm-6"> <a href="http://www.princeton.edu/engineering"> <img id="footer-engineering-logo" src="/sites/all/themes/pucs_bootstrap/images/school_of_engineering_and_applied_science.png" alt="Princeton University School of Engineering and Applied Science"/> </a> </div> </div> </footer> <script src="https://www.cs.princeton.edu/sites/default/files/js/js_MRdvkC2u4oGsp5wVxBG1pGV5NrCPW3mssHxIn6G9tGE.js"></script> </body> </html>