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Healthsheet: Development of a Transparency Artifact for Health Datasets



Negar Rostamzadeh , Diana Mincu , Subhrajit Roy , Andrew Smart , Lauren Wilcox , Mahima Pushkarna , Jessica Schrouff , Razvan Amironesei , Nyalleng Moorosi , Katherine Heller


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Fairness Preferences, Actual and Hypothetical: A Study of Crowdworker Incentives



Angie Peng , Jeff Naecker , Ben Hutchinson , Andrew Smart , Nyalleng Moorosi


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Towards Accountability for Machine Learning Datasets: Practices from Software Engineering and Infrastructure



Ben Hutchinson , Andrew Smart , Alex Hanna , Emily Denton , Christina Greer , Oddur Kjartansson , Parker Barnes , Margaret Mitchell


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Extending the Machine Learning Abstraction Boundary: A Complex Systems Approach to Incorporate Societal Context



Donald Martin Jr. , Vinodkumar Prabhakaran , Jill Kuhlberg , Andrew Smart , William S. Isaac

* 11 pages, 5 figures 

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Participatory Problem Formulation for Fairer Machine Learning Through Community Based System Dynamics



Donald Martin Jr. , Vinodkumar Prabhakaran , Jill Kuhlberg , Andrew Smart , William S. Isaac

* Eighth Annual Conference on Learning Representations (ICLR 2020), Virtual Workshop: Machine Learning in Real Life, April 26, 2020, 6 pages, 1 figure, fix comment typo, fix author name 

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