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Roles for computing in social change, Rediet Abebe, Solon Barocas, Jon Kleinberg, Karen Levy, Manish Raghavan, David G. Robinson, FaCCT, 20 https://arxiv.org/abs/1912.04883

Without overclaiming computational research’s ability of directly solving social problems, this paper lists out 4 valuable roles that computation can play in the service of social change. …


The Sanction of Authority: Promoting Public Trust in AI, Bran Knowles, John T. Richards, FAccT 21, https://arxiv.org/pdf/2102.04221.pdf


Measurement and Fairness, Abigail Z. Jacobs, Hanna Wallach, FAccT 21, https://arxiv.org/abs/1912.05511

The paper proposes “measurement modeling from the quantitative social sciences as a framework for understanding fairness in computational systems.” More specifically, the authors introduce the unavoidable process of making assumptions in computational systems that might introduce construct-operationalization mismatches and…

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