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Oral
Thu Jun 13 11:00 AM -- 11:20 AM (PDT) @ Seaside Ballroom
Proportionally Fair Clustering
Xingyu Chen · Brandon Fain · Liang Lyu · Kamesh Munagala
[ Slides [ Oral
Oral
Thu Jun 13 11:20 AM -- 11:25 AM (PDT) @ Seaside Ballroom
Stable and Fair Classification
Lingxiao Huang · Nisheeth Vishnoi
[ Slides [ Oral
Oral
Thu Jun 13 11:25 AM -- 11:30 AM (PDT) @ Seaside Ballroom
Flexibly Fair Representation Learning by Disentanglement
Elliot Creager · David Madras · Joern-Henrik Jacobsen · Marissa Weis · Kevin Swersky · Toniann Pitassi · Richard Zemel
[ Slides [ Oral
Oral
Thu Jun 13 11:30 AM -- 11:35 AM (PDT) @ Seaside Ballroom
Fair Regression: Quantitative Definitions and Reduction-Based Algorithms
Alekh Agarwal · Miroslav Dudik · Steven Wu
[ Slides [ Oral
Oral
Thu Jun 13 11:35 AM -- 11:40 AM (PDT) @ Seaside Ballroom
Fairness without Harm: Decoupled Classifiers with Preference Guarantees
Berk Ustun · Yang Liu · David Parkes
[ Slides [ Oral
Oral
Thu Jun 13 11:40 AM -- 12:00 PM (PDT) @ Seaside Ballroom
Differentially Private Fair Learning
Matthew Jagielski · Michael Kearns · Jieming Mao · Alina Oprea · Aaron Roth · Saeed Sharifi-Malvajerdi · Jonathan Ullman
[ Oral
Oral
Thu Jun 13 12:00 PM -- 12:05 PM (PDT) @ Seaside Ballroom
Obtaining Fairness using Optimal Transport Theory
Paula Gordaliza · Eustasio del Barrio · Gamboa Fabrice · Loubes Jean-Michel
[ Slides [ Oral
Oral
Thu Jun 13 12:05 PM -- 12:10 PM (PDT) @ Seaside Ballroom
Repairing without Retraining: Avoiding Disparate Impact with Counterfactual Distributions
Hao Wang · Berk Ustun · Flavio Calmon
[ Slides [ Oral
Oral
Thu Jun 13 12:10 PM -- 12:15 PM (PDT) @ Seaside Ballroom
On the Long-term Impact of Algorithmic Decision Policies: Effort Unfairness and Feature Segregation through Social Learning
Hoda Heidari · Vedant Nanda · Krishna Gummadi
[ Slides [ Oral
Oral
Thu Jun 13 12:15 PM -- 12:20 PM (PDT) @ Seaside Ballroom
Making Decisions that Reduce Discriminatory Impacts
Matt J. Kusner · Chris Russell · Joshua Loftus · Ricardo Silva
[ Slides