@InProceedings{dwork_et_al:LIPIcs.FORC.2023.1, author = {Dwork, Cynthia and Reingold, Omer and Rothblum, Guy N.}, title = {{From the Real Towards the Ideal: Risk Prediction in a Better World}}, booktitle = {4th Symposium on Foundations of Responsible Computing (FORC 2023)}, pages = {1:1--1:17}, series = {Leibniz International Proceedings in Informatics (LIPIcs)}, ISBN = {978-3-95977-272-3}, ISSN = {1868-8969}, year = {2023}, volume = {256}, editor = {Talwar, Kunal}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.FORC.2023.1}, URN = {urn:nbn:de:0030-drops-179224}, doi = {10.4230/LIPIcs.FORC.2023.1}, annote = {Keywords: Algorithmic Fairness, Affirmative Action, Learning, Predictions, Multicalibration, Outcome Indistinguishability} }