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Imagining new futures beyond predictive systems in child welfare: A qualitative study with impacted stakeholders



Logan Stapleton , Min Hun Lee , Diana Qing , Marya Wright , Alexandra Chouldechova , Kenneth Holstein , Zhiwei Steven Wu , Haiyi Zhu

* 10 pages in main body; 4 pages in appendix; Published in the 2022 ACM Conference on Fairness, Accountability, and Transparency (FAccT'22) 

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A Sandbox Tool to Bias(Stress)-Test Fairness Algorithms



Nil-Jana Akpinar , Manish Nagireddy , Logan Stapleton , Hao-Fei Cheng , Haiyi Zhu , Steven Wu , Hoda Heidari


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Improving Human-AI Partnerships in Child Welfare: Understanding Worker Practices, Challenges, and Desires for Algorithmic Decision Support



Anna Kawakami , Venkatesh Sivaraman , Hao-Fei Cheng , Logan Stapleton , Yanghuidi Cheng , Diana Qing , Adam Perer , Zhiwei Steven Wu , Haiyi Zhu , Kenneth Holstein

* 2022 Conference on Human Factors in Computing Systems 

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Incentivizing Compliance with Algorithmic Instruments



Daniel Ngo , Logan Stapleton , Vasilis Syrgkanis , Zhiwei Steven Wu

* In Proceedings of the Thirty-eighth International Conference on Machine Learning (ICML 2021), 17 pages of main text, 53 pages total, 3 figures 

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Strategic Instrumental Variable Regression: Recovering Causal Relationships From Strategic Responses



Keegan Harris , Daniel Ngo , Logan Stapleton , Hoda Heidari , Zhiwei Steven Wu


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Eliciting and Enforcing Subjective Individual Fairness



Christopher Jung , Michael Kearns , Seth Neel , Aaron Roth , Logan Stapleton , Zhiwei Steven Wu


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