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Bio: Currently Ben Fish is Assistant Professor at U-M CSE. Previously he was a postdoctoral fellow at Mila hosted by Fernando Diaz, which he joined after moving from the Fairness, Accountability, Transparency, and Ethics (FATE) Group at Microsoft Research Montréal, also hosted by Fernando Diaz. His research develops methods for machine learning and other computational systems that incorporate human values and social context. This includes scholarship in fairness and ethics in machine learning and learning over social networks. He received his Ph.D. from the University of Illinois at Chicago as a member of the Mathematical Computer Science group. He was previously a visiting researcher at the University of Melbourne and the University of Utah, and earned a B.A. from Pomona College in Mathematics and Computer Science.