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31 Results

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Poster
Tue 14:00 Does mitigating ML's impact disparity require treatment disparity?
Zachary Lipton · Julian McAuley · Alexandra Chouldechova
Poster
Tue 14:00 Hunting for Discriminatory Proxies in Linear Regression Models
Samuel Yeom · Anupam Datta · Matt Fredrikson
Poster
Tue 14:00 Re-evaluating evaluation
David Balduzzi · Karl Tuyls · Julien Perolat · Thore Graepel
Poster
Tue 14:00 Efficient Formal Safety Analysis of Neural Networks
Shiqi Wang · Kexin Pei · Justin Whitehouse · Junfeng Yang · Suman Jana
Poster
Wed 7:45 Fairness Through Computationally-Bounded Awareness
Michael Kim · Omer Reingold · Guy Rothblum
Poster
Wed 7:45 A Smoothed Analysis of the Greedy Algorithm for the Linear Contextual Bandit Problem
Sampath Kannan · Jamie Morgenstern · Aaron Roth · Bo Waggoner · Zhiwei Steven Wu
Poster
Thu 7:45 Boolean Decision Rules via Column Generation
Sanjeeb Dash · Oktay Gunluk · Dennis Wei
Poster
Tue 14:00 Towards Robust Interpretability with Self-Explaining Neural Networks
David Alvarez-Melis · Tommi Jaakkola
Poster
Wed 7:45 A Game-Theoretic Approach to Recommendation Systems with Strategic Content Providers
Omer Ben-Porat · Moshe Tennenholtz
Poster
Wed 7:45 Fairness Behind a Veil of Ignorance: A Welfare Analysis for Automated Decision Making
Hoda Heidari · Claudio Ferrari · Krishna Gummadi · Andreas Krause
Poster
Thu 14:00 Invariant Representations without Adversarial Training
Daniel Moyer · Shuyang Gao · Rob Brekelmans · Aram Galstyan · Greg Ver Steeg
Poster
Wed 7:45 Diminishing Returns Shape Constraints for Interpretability and Regularization
Maya Gupta · Dara Bahri · Andrew Cotter · Kevin Canini