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DatePaper discussedSpeakersEmailLink to the paperNotes
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15.12.20The problem of infra-marginality in outcome tests for discrimination; Experimental Research on Labor Market DiscriminationCorinna Hertweck; Serhiy Kandulhetw@zhaw.ch; serhiy.kandul@uzh.ch https://projecteuclid.org/euclid.aoas/1507168827 https://pubs.aeaweb.org/doi/pdf/10.1257/jel.20161309
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12.01.21Counterfactual FairnessCorinna Hertweckhetw@zhaw.chhttps://papers.nips.cc/paper/2017/file/a486cd07e4ac3d270571622f4f316ec5-Paper.pdf
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09.02.21"Deserving jobs”, ch. 8 of Miller, David. Principles of Social Justice. Cambridge, Mass: Harvard University Press, 1999.Michele Loimichele.loi@ibme.uzh.chhttps://drive.google.com/file/d/1kUXIiOWZ8NNkqRjKLAZEnCkdR7bwrv9-/view?usp=sharing
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09.03.21Watchlist Adaptation: Protecting the InnocentManuel Güntherguenther@ifi.uzh.chhttps://ieeexplore.ieee.org/document/9210977The paper will be discussed by the first author of the article
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13.04.21Formalizing Trust in Artificial Intelligence: Prerequisites, Causes and Goals of Human Trust in AIAndrea Ferrario aferrario@ethz.chhttps://arxiv.org/pdf/2010.07487.pdf
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11.05.21Fairness in Machine Learning: Lessons from Political PhilosophyEleonora Viganòeleonora.vigano@ibme.uzh.chhttps://arxiv.org/pdf/1712.03586.pdf
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08.06.21Hiring as ExplorationDanielle Li, Lindsey Raymondd_li@mit.eduhttps://www.nber.org/system/files/working_papers/w27736/w27736.pdf
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13.07.21Grounds for Trust: Essential Epistemic Opacity and Computational ReliabilismWill Fleisher (Northeastern University)
fleishwp@gmail.comhttps://link.springer.com/article/10.1007/s11023-018-9481-6
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14.09.21Studying up: reorienting the study of algorithmic fairness around issues of powerCorinna Hertweckhetw@zhaw.chhttps://dl.acm.org/doi/abs/10.1145/3351095.3372859
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12.10.21Everyone wants to do the model work, not the data workJoachim Baumannbauj@zhaw.chhttps://dl.acm.org/doi/10.1145/3411764.3445518
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14.12.21Fairness is not justice: a mathematical proof Michele Loi and Nicolò Cangiottimichele.loi@ibme.uzh.chhttps://drive.google.com/file/d/17Tx_JCO6EbJHSclZK1oaZ-HJpUMV_Wux/view
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11.01.22People Prefer Moral Discretion to Procedurally Fair Algorithms: Algorithm Aversion Beyond IntransparencyMatthias Uhlmatthias.uhl@thi.dehttps://papers.ssrn.com/sol3/papers.cfm?abstract_id=3857292The paper will be discussed by one of the authors of the article
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08.02.22DAG card is the new model card; Model cards for model reportingJacopo Tagliabuejtagliabue@coveo.comhttps://arxiv.org/pdf/2110.13601.pdf https://arxiv.org/abs/1810.03993 2 papers will be presented
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08.03.22A Series of Unfortunate Counterfactual Events: the Role of Time in Counterfactual ExplanationsAndrea Ferrario aferrario@ethz.chhttps://arxiv.org/abs/2010.04687
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12.04.22Does the End Justify the Means? On the Moral Justification of Fairness-Aware Machine LearningCorinna Hertweckhetw@zhaw.chhttps://arxiv.org/abs/2202.08536
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10.05.22Fair Classification and Social WelfareJoachim Baumann and Michele Loibauj@zhaw.chhttps://arxiv.org/abs/1905.00147
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14.06.22Don’t ask if artificial intelligence is good or fair, ask how it shifts power by Pratyusha Kalluri; Do Artifacts Have Politics? by Langdon WinneStewart William Palmerstepa@mgmt.au.dkhttps://www.nature.com/articles/d41586-020-02003-2; https://www.jstor.org/stable/20024652?seq=1
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12.07.22
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Further details
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Time: second Tuesday of the month, h 5:00 - 6:00 p.m. The paper is presented in 10 minutes and followed by the discussion
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Zoom link: https://uzh.zoom.us/j/93794423692?pwd=dTNyNmdteWp6b2N0N0xHYXBrRTVndz09
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Methods: papers should be read in advance and discussed in the meeting.
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Contact persons: Eleonora Viganò (eleonora.vigano@ibme.uzh.ch), Corinna Hertweck (corinna.hertweck@uzh.ch)
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This reading group is part of the NRP 77 “Socially Acceptable AI and Fairness Trade-Offs in Predictive Analytics” and the activities of the Digital Society Initiative
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