@Proceedings{roth:LIPIcs.FORC.2020, title = {{LIPIcs, Volume 156, FORC 2020, Complete Volume}}, booktitle = {1st Symposium on Foundations of Responsible Computing (FORC 2020)}, pages = {1--190}, series = {Leibniz International Proceedings in Informatics (LIPIcs)}, ISBN = {978-3-95977-142-9}, ISSN = {1868-8969}, year = {2020}, volume = {156}, editor = {Roth, Aaron}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.FORC.2020}, URN = {urn:nbn:de:0030-drops-120157}, doi = {10.4230/LIPIcs.FORC.2020}, annote = {Keywords: LIPIcs, Volume 156, FORC 2020, Complete Volume} } @InProceedings{roth:LIPIcs.FORC.2020.0, author = {Roth, Aaron}, title = {{Front Matter, Table of Contents, Preface, Conference Organization}}, booktitle = {1st Symposium on Foundations of Responsible Computing (FORC 2020)}, pages = {0:i--0:viii}, series = {Leibniz International Proceedings in Informatics (LIPIcs)}, ISBN = {978-3-95977-142-9}, ISSN = {1868-8969}, year = {2020}, volume = {156}, editor = {Roth, Aaron}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.FORC.2020.0}, URN = {urn:nbn:de:0030-drops-120168}, doi = {10.4230/LIPIcs.FORC.2020.0}, annote = {Keywords: Front Matter, Table of Contents, Preface, Conference Organization} } @InProceedings{cohen_et_al:LIPIcs.FORC.2020.1, author = {Cohen, Lee and Lipton, Zachary C. and Mansour, Yishay}, title = {{Efficient Candidate Screening Under Multiple Tests and Implications for Fairness}}, booktitle = {1st Symposium on Foundations of Responsible Computing (FORC 2020)}, pages = {1:1--1:20}, series = {Leibniz International Proceedings in Informatics (LIPIcs)}, ISBN = {978-3-95977-142-9}, ISSN = {1868-8969}, year = {2020}, volume = {156}, editor = {Roth, Aaron}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.FORC.2020.1}, URN = {urn:nbn:de:0030-drops-120179}, doi = {10.4230/LIPIcs.FORC.2020.1}, annote = {Keywords: algorithmic fairness, random walk, inference} } @InProceedings{ilvento:LIPIcs.FORC.2020.2, author = {Ilvento, Christina}, title = {{Metric Learning for Individual Fairness}}, booktitle = {1st Symposium on Foundations of Responsible Computing (FORC 2020)}, pages = {2:1--2:11}, series = {Leibniz International Proceedings in Informatics (LIPIcs)}, ISBN = {978-3-95977-142-9}, ISSN = {1868-8969}, year = {2020}, volume = {156}, editor = {Roth, Aaron}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.FORC.2020.2}, URN = {urn:nbn:de:0030-drops-120183}, doi = {10.4230/LIPIcs.FORC.2020.2}, annote = {Keywords: metric learning, individual fairness, fair machine learning} } @InProceedings{blum_et_al:LIPIcs.FORC.2020.3, author = {Blum, Avrim and Stangl, Kevin}, title = {{Recovering from Biased Data: Can Fairness Constraints Improve Accuracy?}}, booktitle = {1st Symposium on Foundations of Responsible Computing (FORC 2020)}, pages = {3:1--3:20}, series = {Leibniz International Proceedings in Informatics (LIPIcs)}, ISBN = {978-3-95977-142-9}, ISSN = {1868-8969}, year = {2020}, volume = {156}, editor = {Roth, Aaron}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.FORC.2020.3}, URN = {urn:nbn:de:0030-drops-120192}, doi = {10.4230/LIPIcs.FORC.2020.3}, annote = {Keywords: fairness in machine learning, equal opportunity, bias, machine learning} } @InProceedings{naor_et_al:LIPIcs.FORC.2020.4, author = {Naor, Moni and Vexler, Neil}, title = {{Can Two Walk Together: Privacy Enhancing Methods and Preventing Tracking of Users}}, booktitle = {1st Symposium on Foundations of Responsible Computing (FORC 2020)}, pages = {4:1--4:20}, series = {Leibniz International Proceedings in Informatics (LIPIcs)}, ISBN = {978-3-95977-142-9}, ISSN = {1868-8969}, year = {2020}, volume = {156}, editor = {Roth, Aaron}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.FORC.2020.4}, URN = {urn:nbn:de:0030-drops-120205}, doi = {10.4230/LIPIcs.FORC.2020.4}, annote = {Keywords: Differential Privacy, Surveillance} } @InProceedings{jung_et_al:LIPIcs.FORC.2020.5, author = {Jung, Christopher and Kannan, Sampath and Lutz, Neil}, title = {{Service in Your Neighborhood: Fairness in Center Location}}, booktitle = {1st Symposium on Foundations of Responsible Computing (FORC 2020)}, pages = {5:1--5:15}, series = {Leibniz International Proceedings in Informatics (LIPIcs)}, ISBN = {978-3-95977-142-9}, ISSN = {1868-8969}, year = {2020}, volume = {156}, editor = {Roth, Aaron}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.FORC.2020.5}, URN = {urn:nbn:de:0030-drops-120215}, doi = {10.4230/LIPIcs.FORC.2020.5}, annote = {Keywords: Fairness, Clustering, Facility Location} } @InProceedings{rambachan_et_al:LIPIcs.FORC.2020.6, author = {Rambachan, Ashesh and Roth, Jonathan}, title = {{Bias In, Bias Out? Evaluating the Folk Wisdom}}, booktitle = {1st Symposium on Foundations of Responsible Computing (FORC 2020)}, pages = {6:1--6:15}, series = {Leibniz International Proceedings in Informatics (LIPIcs)}, ISBN = {978-3-95977-142-9}, ISSN = {1868-8969}, year = {2020}, volume = {156}, editor = {Roth, Aaron}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.FORC.2020.6}, URN = {urn:nbn:de:0030-drops-120225}, doi = {10.4230/LIPIcs.FORC.2020.6}, annote = {Keywords: fairness, selective labels, discrimination, training data} } @InProceedings{dwork_et_al:LIPIcs.FORC.2020.7, author = {Dwork, Cynthia and Ilvento, Christina and Jagadeesan, Meena}, title = {{Individual Fairness in Pipelines}}, booktitle = {1st Symposium on Foundations of Responsible Computing (FORC 2020)}, pages = {7:1--7:22}, series = {Leibniz International Proceedings in Informatics (LIPIcs)}, ISBN = {978-3-95977-142-9}, ISSN = {1868-8969}, year = {2020}, volume = {156}, editor = {Roth, Aaron}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.FORC.2020.7}, URN = {urn:nbn:de:0030-drops-120235}, doi = {10.4230/LIPIcs.FORC.2020.7}, annote = {Keywords: algorithmic fairness, fairness under composition, pipelines} } @InProceedings{dwork_et_al:LIPIcs.FORC.2020.8, author = {Dwork, Cynthia and Ilvento, Christina and Rothblum, Guy N. and Sur, Pragya}, title = {{Abstracting Fairness: Oracles, Metrics, and Interpretability}}, booktitle = {1st Symposium on Foundations of Responsible Computing (FORC 2020)}, pages = {8:1--8:16}, series = {Leibniz International Proceedings in Informatics (LIPIcs)}, ISBN = {978-3-95977-142-9}, ISSN = {1868-8969}, year = {2020}, volume = {156}, editor = {Roth, Aaron}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.FORC.2020.8}, URN = {urn:nbn:de:0030-drops-120247}, doi = {10.4230/LIPIcs.FORC.2020.8}, annote = {Keywords: Algorithmic fairness, fairness definitions, causality-based fairness, interpretability, individual fairness, metric fairness} } @InProceedings{braverman_et_al:LIPIcs.FORC.2020.9, author = {Braverman, Mark and Garg, Sumegha}, title = {{The Role of Randomness and Noise in Strategic Classification}}, booktitle = {1st Symposium on Foundations of Responsible Computing (FORC 2020)}, pages = {9:1--9:20}, series = {Leibniz International Proceedings in Informatics (LIPIcs)}, ISBN = {978-3-95977-142-9}, ISSN = {1868-8969}, year = {2020}, volume = {156}, editor = {Roth, Aaron}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.FORC.2020.9}, URN = {urn:nbn:de:0030-drops-120255}, doi = {10.4230/LIPIcs.FORC.2020.9}, annote = {Keywords: Strategic classification, noisy features, randomized classification, fairness} } @InProceedings{ligett_et_al:LIPIcs.FORC.2020.10, author = {Ligett, Katrina and Peale, Charlotte and Reingold, Omer}, title = {{Bounded-Leakage Differential Privacy}}, booktitle = {1st Symposium on Foundations of Responsible Computing (FORC 2020)}, pages = {10:1--10:20}, series = {Leibniz International Proceedings in Informatics (LIPIcs)}, ISBN = {978-3-95977-142-9}, ISSN = {1868-8969}, year = {2020}, volume = {156}, editor = {Roth, Aaron}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.FORC.2020.10}, URN = {urn:nbn:de:0030-drops-120265}, doi = {10.4230/LIPIcs.FORC.2020.10}, annote = {Keywords: differential privacy, applications, privacy, leakage, auxiliary information} }