Published in: LIPIcs, Volume 264, 38th Computational Complexity Conference (CCC 2023)
Lunjia Hu, Inbal Rachel Livni Navon, and Omer Reingold. Generative Models of Huge Objects. In 38th Computational Complexity Conference (CCC 2023). Leibniz International Proceedings in Informatics (LIPIcs), Volume 264, pp. 5:1-5:20, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2023)
@InProceedings{hu_et_al:LIPIcs.CCC.2023.5, author = {Hu, Lunjia and Livni Navon, Inbal Rachel and Reingold, Omer}, title = {{Generative Models of Huge Objects}}, booktitle = {38th Computational Complexity Conference (CCC 2023)}, pages = {5:1--5:20}, series = {Leibniz International Proceedings in Informatics (LIPIcs)}, ISBN = {978-3-95977-282-2}, ISSN = {1868-8969}, year = {2023}, volume = {264}, editor = {Ta-Shma, Amnon}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.CCC.2023.5}, URN = {urn:nbn:de:0030-drops-182758}, doi = {10.4230/LIPIcs.CCC.2023.5}, annote = {Keywords: pseudorandomness, generative models, regularity lemma} }
Published in: LIPIcs, Volume 256, 4th Symposium on Foundations of Responsible Computing (FORC 2023)
Cynthia Dwork, Omer Reingold, and Guy N. Rothblum. From the Real Towards the Ideal: Risk Prediction in a Better World. In 4th Symposium on Foundations of Responsible Computing (FORC 2023). Leibniz International Proceedings in Informatics (LIPIcs), Volume 256, pp. 1:1-1:17, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2023)
@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} }
Published in: LIPIcs, Volume 256, 4th Symposium on Foundations of Responsible Computing (FORC 2023)
Inbal Livni Navon, Charlotte Peale, Omer Reingold, and Judy Hanwen Shen. Bidding Strategies for Proportional Representation in Advertisement Campaigns. In 4th Symposium on Foundations of Responsible Computing (FORC 2023). Leibniz International Proceedings in Informatics (LIPIcs), Volume 256, pp. 3:1-3:22, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2023)
@InProceedings{navon_et_al:LIPIcs.FORC.2023.3, author = {Navon, Inbal Livni and Peale, Charlotte and Reingold, Omer and Shen, Judy Hanwen}, title = {{Bidding Strategies for Proportional Representation in Advertisement Campaigns}}, booktitle = {4th Symposium on Foundations of Responsible Computing (FORC 2023)}, pages = {3:1--3:22}, 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.2023.3}, URN = {urn:nbn:de:0030-drops-179245}, doi = {10.4230/LIPIcs.FORC.2023.3}, annote = {Keywords: Algorithmic fairness, diversity, advertisement auctions} }
Published in: LIPIcs, Volume 256, 4th Symposium on Foundations of Responsible Computing (FORC 2023)
Milan Mossé. Multiplicative Metric Fairness Under Composition. In 4th Symposium on Foundations of Responsible Computing (FORC 2023). Leibniz International Proceedings in Informatics (LIPIcs), Volume 256, pp. 4:1-4:11, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2023)
@InProceedings{mosse:LIPIcs.FORC.2023.4, author = {Moss\'{e}, Milan}, title = {{Multiplicative Metric Fairness Under Composition}}, booktitle = {4th Symposium on Foundations of Responsible Computing (FORC 2023)}, pages = {4:1--4:11}, 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.2023.4}, URN = {urn:nbn:de:0030-drops-179250}, doi = {10.4230/LIPIcs.FORC.2023.4}, annote = {Keywords: algorithmic fairness, metric fairness, fairness under composition} }
Published in: LIPIcs, Volume 251, 14th Innovations in Theoretical Computer Science Conference (ITCS 2023)
Parikshit Gopalan, Lunjia Hu, Michael P. Kim, Omer Reingold, and Udi Wieder. Loss Minimization Through the Lens Of Outcome Indistinguishability. In 14th Innovations in Theoretical Computer Science Conference (ITCS 2023). Leibniz International Proceedings in Informatics (LIPIcs), Volume 251, pp. 60:1-60:20, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2023)
@InProceedings{gopalan_et_al:LIPIcs.ITCS.2023.60, author = {Gopalan, Parikshit and Hu, Lunjia and Kim, Michael P. and Reingold, Omer and Wieder, Udi}, title = {{Loss Minimization Through the Lens Of Outcome Indistinguishability}}, booktitle = {14th Innovations in Theoretical Computer Science Conference (ITCS 2023)}, pages = {60:1--60:20}, series = {Leibniz International Proceedings in Informatics (LIPIcs)}, ISBN = {978-3-95977-263-1}, ISSN = {1868-8969}, year = {2023}, volume = {251}, editor = {Tauman Kalai, Yael}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.ITCS.2023.60}, URN = {urn:nbn:de:0030-drops-175635}, doi = {10.4230/LIPIcs.ITCS.2023.60}, annote = {Keywords: Loss Minimization, Indistinguishability} }
Published in: LIPIcs, Volume 251, 14th Innovations in Theoretical Computer Science Conference (ITCS 2023)
Lunjia Hu and Charlotte Peale. Comparative Learning: A Sample Complexity Theory for Two Hypothesis Classes. In 14th Innovations in Theoretical Computer Science Conference (ITCS 2023). Leibniz International Proceedings in Informatics (LIPIcs), Volume 251, pp. 72:1-72:30, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2023)
@InProceedings{hu_et_al:LIPIcs.ITCS.2023.72, author = {Hu, Lunjia and Peale, Charlotte}, title = {{Comparative Learning: A Sample Complexity Theory for Two Hypothesis Classes}}, booktitle = {14th Innovations in Theoretical Computer Science Conference (ITCS 2023)}, pages = {72:1--72:30}, series = {Leibniz International Proceedings in Informatics (LIPIcs)}, ISBN = {978-3-95977-263-1}, ISSN = {1868-8969}, year = {2023}, volume = {251}, editor = {Tauman Kalai, Yael}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.ITCS.2023.72}, URN = {urn:nbn:de:0030-drops-175752}, doi = {10.4230/LIPIcs.ITCS.2023.72}, annote = {Keywords: Comparative learning, mutual VC dimension, realizable multiaccuracy and multicalibration, sample complexity} }
Published in: LIPIcs, Volume 251, 14th Innovations in Theoretical Computer Science Conference (ITCS 2023)
Michael P. Kim and Juan C. Perdomo. Making Decisions Under Outcome Performativity. In 14th Innovations in Theoretical Computer Science Conference (ITCS 2023). Leibniz International Proceedings in Informatics (LIPIcs), Volume 251, pp. 79:1-79:15, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2023)
@InProceedings{kim_et_al:LIPIcs.ITCS.2023.79, author = {Kim, Michael P. and Perdomo, Juan C.}, title = {{Making Decisions Under Outcome Performativity}}, booktitle = {14th Innovations in Theoretical Computer Science Conference (ITCS 2023)}, pages = {79:1--79:15}, series = {Leibniz International Proceedings in Informatics (LIPIcs)}, ISBN = {978-3-95977-263-1}, ISSN = {1868-8969}, year = {2023}, volume = {251}, editor = {Tauman Kalai, Yael}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.ITCS.2023.79}, URN = {urn:nbn:de:0030-drops-175824}, doi = {10.4230/LIPIcs.ITCS.2023.79}, annote = {Keywords: performative prediction, outcome indistinguishability} }
Published in: LIPIcs, Volume 218, 3rd Symposium on Foundations of Responsible Computing (FORC 2022)
Monika Henzinger, Charlotte Peale, Omer Reingold, and Judy Hanwen Shen. Leximax Approximations and Representative Cohort Selection. In 3rd Symposium on Foundations of Responsible Computing (FORC 2022). Leibniz International Proceedings in Informatics (LIPIcs), Volume 218, pp. 2:1-2:22, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2022)
@InProceedings{henzinger_et_al:LIPIcs.FORC.2022.2, author = {Henzinger, Monika and Peale, Charlotte and Reingold, Omer and Shen, Judy Hanwen}, title = {{Leximax Approximations and Representative Cohort Selection}}, booktitle = {3rd Symposium on Foundations of Responsible Computing (FORC 2022)}, pages = {2:1--2:22}, series = {Leibniz International Proceedings in Informatics (LIPIcs)}, ISBN = {978-3-95977-226-6}, ISSN = {1868-8969}, year = {2022}, volume = {218}, editor = {Celis, L. Elisa}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.FORC.2022.2}, URN = {urn:nbn:de:0030-drops-165258}, doi = {10.4230/LIPIcs.FORC.2022.2}, annote = {Keywords: fairness, cohort selection, leximin, maxmin} }
Published in: LIPIcs, Volume 234, 37th Computational Complexity Conference (CCC 2022)
Guy Blanc and Dean Doron. New Near-Linear Time Decodable Codes Closer to the GV Bound. In 37th Computational Complexity Conference (CCC 2022). Leibniz International Proceedings in Informatics (LIPIcs), Volume 234, pp. 10:1-10:40, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2022)
@InProceedings{blanc_et_al:LIPIcs.CCC.2022.10, author = {Blanc, Guy and Doron, Dean}, title = {{New Near-Linear Time Decodable Codes Closer to the GV Bound}}, booktitle = {37th Computational Complexity Conference (CCC 2022)}, pages = {10:1--10:40}, series = {Leibniz International Proceedings in Informatics (LIPIcs)}, ISBN = {978-3-95977-241-9}, ISSN = {1868-8969}, year = {2022}, volume = {234}, editor = {Lovett, Shachar}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.CCC.2022.10}, URN = {urn:nbn:de:0030-drops-165726}, doi = {10.4230/LIPIcs.CCC.2022.10}, annote = {Keywords: Unique decoding, list decoding, the Gilbert-Varshamov bound, small-bias sample spaces, hypergraphs, expander walks} }
Published in: LIPIcs, Volume 234, 37th Computational Complexity Conference (CCC 2022)
Louis Golowich and Salil Vadhan. Pseudorandomness of Expander Random Walks for Symmetric Functions and Permutation Branching Programs. In 37th Computational Complexity Conference (CCC 2022). Leibniz International Proceedings in Informatics (LIPIcs), Volume 234, pp. 27:1-27:13, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2022)
@InProceedings{golowich_et_al:LIPIcs.CCC.2022.27, author = {Golowich, Louis and Vadhan, Salil}, title = {{Pseudorandomness of Expander Random Walks for Symmetric Functions and Permutation Branching Programs}}, booktitle = {37th Computational Complexity Conference (CCC 2022)}, pages = {27:1--27:13}, series = {Leibniz International Proceedings in Informatics (LIPIcs)}, ISBN = {978-3-95977-241-9}, ISSN = {1868-8969}, year = {2022}, volume = {234}, editor = {Lovett, Shachar}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.CCC.2022.27}, URN = {urn:nbn:de:0030-drops-165893}, doi = {10.4230/LIPIcs.CCC.2022.27}, annote = {Keywords: Expander graph, Random walk, Pseudorandomness} }
Published in: LIPIcs, Volume 215, 13th Innovations in Theoretical Computer Science Conference (ITCS 2022)
Parikshit Gopalan, Adam Tauman Kalai, Omer Reingold, Vatsal Sharan, and Udi Wieder. Omnipredictors. In 13th Innovations in Theoretical Computer Science Conference (ITCS 2022). Leibniz International Proceedings in Informatics (LIPIcs), Volume 215, pp. 79:1-79:21, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2022)
@InProceedings{gopalan_et_al:LIPIcs.ITCS.2022.79, author = {Gopalan, Parikshit and Kalai, Adam Tauman and Reingold, Omer and Sharan, Vatsal and Wieder, Udi}, title = {{Omnipredictors}}, booktitle = {13th Innovations in Theoretical Computer Science Conference (ITCS 2022)}, pages = {79:1--79:21}, series = {Leibniz International Proceedings in Informatics (LIPIcs)}, ISBN = {978-3-95977-217-4}, ISSN = {1868-8969}, year = {2022}, volume = {215}, editor = {Braverman, Mark}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.ITCS.2022.79}, URN = {urn:nbn:de:0030-drops-156755}, doi = {10.4230/LIPIcs.ITCS.2022.79}, annote = {Keywords: Loss-minimzation, multi-group fairness, agnostic learning, boosting} }
Published in: LIPIcs, Volume 207, Approximation, Randomization, and Combinatorial Optimization. Algorithms and Techniques (APPROX/RANDOM 2021)
Jarosław Błasiok, Peter Ivanov, Yaonan Jin, Chin Ho Lee, Rocco A. Servedio, and Emanuele Viola. Fourier Growth of Structured 𝔽₂-Polynomials and Applications. In Approximation, Randomization, and Combinatorial Optimization. Algorithms and Techniques (APPROX/RANDOM 2021). Leibniz International Proceedings in Informatics (LIPIcs), Volume 207, pp. 53:1-53:20, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2021)
@InProceedings{blasiok_et_al:LIPIcs.APPROX/RANDOM.2021.53, author = {B{\l}asiok, Jaros{\l}aw and Ivanov, Peter and Jin, Yaonan and Lee, Chin Ho and Servedio, Rocco A. and Viola, Emanuele}, title = {{Fourier Growth of Structured \mathbb{F}₂-Polynomials and Applications}}, booktitle = {Approximation, Randomization, and Combinatorial Optimization. Algorithms and Techniques (APPROX/RANDOM 2021)}, pages = {53:1--53:20}, series = {Leibniz International Proceedings in Informatics (LIPIcs)}, ISBN = {978-3-95977-207-5}, ISSN = {1868-8969}, year = {2021}, volume = {207}, editor = {Wootters, Mary and Sanit\`{a}, Laura}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.APPROX/RANDOM.2021.53}, URN = {urn:nbn:de:0030-drops-147462}, doi = {10.4230/LIPIcs.APPROX/RANDOM.2021.53}, annote = {Keywords: Fourier analysis, Pseudorandomness, Fourier growth} }
Published in: LIPIcs, Volume 207, Approximation, Randomization, and Combinatorial Optimization. Algorithms and Techniques (APPROX/RANDOM 2021)
Dean Doron, Raghu Meka, Omer Reingold, Avishay Tal, and Salil Vadhan. Pseudorandom Generators for Read-Once Monotone Branching Programs. In Approximation, Randomization, and Combinatorial Optimization. Algorithms and Techniques (APPROX/RANDOM 2021). Leibniz International Proceedings in Informatics (LIPIcs), Volume 207, pp. 58:1-58:21, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2021)
@InProceedings{doron_et_al:LIPIcs.APPROX/RANDOM.2021.58, author = {Doron, Dean and Meka, Raghu and Reingold, Omer and Tal, Avishay and Vadhan, Salil}, title = {{Pseudorandom Generators for Read-Once Monotone Branching Programs}}, booktitle = {Approximation, Randomization, and Combinatorial Optimization. Algorithms and Techniques (APPROX/RANDOM 2021)}, pages = {58:1--58:21}, series = {Leibniz International Proceedings in Informatics (LIPIcs)}, ISBN = {978-3-95977-207-5}, ISSN = {1868-8969}, year = {2021}, volume = {207}, editor = {Wootters, Mary and Sanit\`{a}, Laura}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.APPROX/RANDOM.2021.58}, URN = {urn:nbn:de:0030-drops-147513}, doi = {10.4230/LIPIcs.APPROX/RANDOM.2021.58}, annote = {Keywords: Branching programs, pseudorandom generators, constant depth circuits} }
Published in: LIPIcs, Volume 156, 1st Symposium on Foundations of Responsible Computing (FORC 2020)
Christopher Jung, Sampath Kannan, and Neil Lutz. Service in Your Neighborhood: Fairness in Center Location. In 1st Symposium on Foundations of Responsible Computing (FORC 2020). Leibniz International Proceedings in Informatics (LIPIcs), Volume 156, pp. 5:1-5:15, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2020)
@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} }
Published in: LIPIcs, Volume 156, 1st Symposium on Foundations of Responsible Computing (FORC 2020)
Katrina Ligett, Charlotte Peale, and Omer Reingold. Bounded-Leakage Differential Privacy. In 1st Symposium on Foundations of Responsible Computing (FORC 2020). Leibniz International Proceedings in Informatics (LIPIcs), Volume 156, pp. 10:1-10:20, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2020)
@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} }
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