CINXE.COM

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class="citp-events-heading-notags"><a href="https://citp.princeton.edu/events/category/lunch-seminars/" rel="tag">Lunch Seminars</a></h4> <h2 class="tribe-events-single-event-title">CITP Seminar: Lydia Liu – The Reach of Fairness: From Algorithmic Justice to Experimental Design</h2> <hr />  </div> <div id="post-41000" class="post-41000 tribe_events type-tribe_events status-publish has-post-thumbnail hentry tribe_events_cat-lunch-seminars cat_lunch-seminars"> <div class="et_pb_row no-top-padding"> <div class="et_pb_column et_pb_column_1_3 event-sidebar">  <div class="tribe-events-single-section tribe-events-event-meta primary tribe-clearfix"> <div class="tribe-events-meta-group tribe-events-meta-group-details"> <dl> <dt> Date: </dt> <dd> <abbr class="tribe-events-abbr tribe-events-start-date published dtstart" title="2025-02-18"> Tuesday, February 18, 2025 </abbr> </dd> <dt> Time: </dt> <dd> <div class="tribe-events-abbr tribe-events-start-time published dtstart" title="2025-02-18"> 12:30 pm - 1:30 pm </div> </dd> </dl> </div> <div class="tribe-events-meta-group tribe-events-meta-group-venue"> <p><strong> Location </strong></p> <dl> <dd class="tribe-venue"> 306 Sherrerd Hall </dd> </dl> </div> </div>  <a href="https://citpsite.s3.amazonaws.com/wp-content/uploads/2024/01/24091701/Liu-Lydia.jpg"> <div class="tribe-events-event-image"><img width="715" height="715" src="https://citpsite.s3.amazonaws.com/wp-content/uploads/2024/01/24091701/Liu-Lydia.jpg" class="attachment-full size-full wp-post-image" alt="Headshot of Lydia Liu" decoding="async" fetchpriority="high" srcset="https://citpsite.s3.amazonaws.com/wp-content/uploads/2024/01/24091701/Liu-Lydia.jpg 715w, https://citpsite.s3.amazonaws.com/wp-content/uploads/2024/01/24091701/Liu-Lydia-300x300.jpg 300w, https://citpsite.s3.amazonaws.com/wp-content/uploads/2024/01/24091701/Liu-Lydia-150x150.jpg 150w, https://citpsite.s3.amazonaws.com/wp-content/uploads/2024/01/24091701/Liu-Lydia-440x440.jpg 440w" sizes="(max-width: 715px) 100vw, 715px" /></div> </a> </div> <div class="et_pb_column et_pb_column_2_3 no-right-margin">  <div class="tribe-events-single-event-description tribe-events-content"> <p>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></p> <p>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聽postdoctoral associate at聽Cornell University Computer Science聽in the聽<a href="https://aipp.cis.cornell.edu/" target="_blank" rel="noopener">Artificial Intelligence, Policy, and Practice (AIPP)</a>聽initiative. Her work has be recognized with a聽<a href="https://www.microsoft.com/en-us/research/academic-program/ada-lovelace-fellowship/">Microsoft Ada Lovelace Fellowship</a>, an聽<a href="https://www.openphilanthropy.org/focus/global-catastrophic-risks/potential-risks-advanced-artificial-intelligence/open-phil-ai-fellowship-2019-class" target="_blank" rel="noopener">Open Philanthropy AI Fellowship</a>, an NUS Development Grant, and an ICML Best Paper Award.</p> <p>She obtained a Ph.D. in聽Electrical Engineering and Computer Sciences聽from University of California, Berkeley and a B.S.E. in聽Operations Research and Financial Engineering聽at Princeton University.</p> <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" target="_blank" rel="noopener"><strong>at this link</strong></a>, via Zoom. 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