{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,30]],"date-time":"2026-06-30T07:03:57Z","timestamp":1782803037146,"version":"3.54.5"},"publisher-location":"New York, NY, USA","reference-count":47,"publisher":"ACM","license":[{"start":{"date-parts":[[2022,7,4]],"date-time":"2022-07-04T00:00:00Z","timestamp":1656892800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2022,7,4]]},"DOI":"10.1145\/3511047.3538032","type":"proceedings-article","created":{"date-parts":[[2022,7,5]],"date-time":"2022-07-05T22:24:34Z","timestamp":1657059874000},"page":"234-244","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":12,"title":["Multi-agent Social Choice for Dynamic Fairness-aware Recommendation"],"prefix":"10.1145","author":[{"given":"Robin","family":"Burke","sequence":"first","affiliation":[{"name":"Department of Information Science, University of Colorado, Boulder, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nicholas","family":"Mattei","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Tulane University, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Vladislav","family":"Grozin","sequence":"additional","affiliation":[{"name":"Department of Information Science, University of Colorado, Boulder, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Amy","family":"Voida","sequence":"additional","affiliation":[{"name":"Department of Information Science, University of Colorado Boulder, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nasim","family":"Sonboli","sequence":"additional","affiliation":[{"name":"Department of Information Science, University of Colorado Boulder, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2022,7,4]]},"reference":[{"key":"e_1_3_2_1_1_1","volume-title":"Proc. 24th International Joint Conference on AI (IJCAI). IJCAI, 2540\u20132546","author":"Aleksandrov M.","unstructured":"M. Aleksandrov , H. Aziz , S. Gaspers , and T. Walsh . 2015. Online Fair Division: Analysing a Food Bank problem . In Proc. 24th International Joint Conference on AI (IJCAI). IJCAI, 2540\u20132546 . M. Aleksandrov, H. Aziz, S. Gaspers, and T. Walsh. 2015. Online Fair Division: Analysing a Food Bank problem. In Proc. 24th International Joint Conference on AI (IJCAI). IJCAI, 2540\u20132546."},{"key":"e_1_3_2_1_2_1","volume-title":"Proc. 21st International Joint Conference on AI (IJCAI). IJCAI, 405\u2013411","author":"Awasthi P.","unstructured":"P. Awasthi and T. Sandholm . 2009. Online Stochastic Optimization in the Large: Application to Kidney Exchange .. In Proc. 21st International Joint Conference on AI (IJCAI). IJCAI, 405\u2013411 . P. Awasthi and T. Sandholm. 2009. Online Stochastic Optimization in the Large: Application to Kidney Exchange.. In Proc. 21st International Joint Conference on AI (IJCAI). IJCAI, 405\u2013411."},{"key":"e_1_3_2_1_3_1","volume-title":"Big Data\u2019s Disparate Impact. California law review 104, 3","author":"Barocas Solon","year":"2016","unstructured":"Solon Barocas and Andrew\u00a0 D Selbst . 2016. Big Data\u2019s Disparate Impact. California law review 104, 3 ( 2016 ), 671. https:\/\/doi.org\/10.15779\/Z38BG31 Solon Barocas and Andrew\u00a0D Selbst. 2016. Big Data\u2019s Disparate Impact. California law review 104, 3 (2016), 671. https:\/\/doi.org\/10.15779\/Z38BG31"},{"key":"e_1_3_2_1_4_1","volume-title":"Post-userism. In Proceedings of the 2017 CHI Conference on Human Factors in Computing Systems. ACM","author":"Baumer PS","year":"2017","unstructured":"Eric\u00a0 PS Baumer and Jed\u00a0 R Brubaker . 2017 . Post-userism. In Proceedings of the 2017 CHI Conference on Human Factors in Computing Systems. ACM , New York, 6291\u20136303. Eric\u00a0PS Baumer and Jed\u00a0R Brubaker. 2017. Post-userism. In Proceedings of the 2017 CHI Conference on Human Factors in Computing Systems. ACM, New York, 6291\u20136303."},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1145\/3173574.3173951"},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1006\/jeth.2000.2710"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"crossref","unstructured":"F. Brandt V. Conitzer U. Endriss J. Lang and A.\u00a0D. Procaccia (Eds.). 2016. Handbook of Computational Social Choice. Cambridge University Press Cambridge UK.  F. Brandt V. Conitzer U. Endriss J. Lang and A.\u00a0D. Procaccia (Eds.). 2016. Handbook of Computational Social Choice. Cambridge University Press Cambridge UK.","DOI":"10.1017\/CBO9781107446984.002"},{"key":"e_1_3_2_1_8_1","volume-title":"Designing random allocation mechanisms: Theory and applications. American economic review 103, 2","author":"Budish Eric","year":"2013","unstructured":"Eric Budish , Yeon-Koo Che , Fuhito Kojima , and Paul Milgrom . 2013. Designing random allocation mechanisms: Theory and applications. American economic review 103, 2 ( 2013 ), 585\u2013623. Eric Budish, Yeon-Koo Che, Fuhito Kojima, and Paul Milgrom. 2013. Designing random allocation mechanisms: Theory and applications. American economic review 103, 2 (2013), 585\u2013623."},{"key":"e_1_3_2_1_9_1","volume-title":"Multisided Fairness for Recommendation. In Workshop on Fairness, Accountability and Transparency in Machine Learning (FATML). Halifax, Nova Scotia, 5\u00a0pages. https:\/\/arxiv.org\/abs\/1707","author":"Burke Robin","year":"2017","unstructured":"Robin Burke . 2017 . Multisided Fairness for Recommendation. In Workshop on Fairness, Accountability and Transparency in Machine Learning (FATML). Halifax, Nova Scotia, 5\u00a0pages. https:\/\/arxiv.org\/abs\/1707 .00093 Robin Burke. 2017. Multisided Fairness for Recommendation. In Workshop on Fairness, Accountability and Transparency in Machine Learning (FATML). Halifax, Nova Scotia, 5\u00a0pages. https:\/\/arxiv.org\/abs\/1707.00093"},{"key":"e_1_3_2_1_10_1","volume-title":"Perspectives on Digital Humanism","author":"Burke Robin","unstructured":"Robin Burke . 2022. Personalization, Fairness, and Post-Userism. In Perspectives on Digital Humanism . Springer Nature , Bern , 145. Robin Burke. 2022. Personalization, Fairness, and Post-Userism. In Perspectives on Digital Humanism. Springer Nature, Bern, 145."},{"key":"e_1_3_2_1_11_1","volume-title":"Harvard CRCS Workshop on AI for Social Good at 29th International Joint Conference on Artificial Intelligence (IJCAI","author":"Burke Robin","year":"2020","unstructured":"Robin Burke , Amy Voida , Nicholas Mattei , and Nasim Sonboli . 2020 . Algorithmic Fairness, Institutional Logics, and Social Choice . In Harvard CRCS Workshop on AI for Social Good at 29th International Joint Conference on Artificial Intelligence (IJCAI 2020). IJCAI, 5\u00a0pages. Robin Burke, Amy Voida, Nicholas Mattei, and Nasim Sonboli. 2020. Algorithmic Fairness, Institutional Logics, and Social Choice. In Harvard CRCS Workshop on AI for Social Good at 29th International Joint Conference on Artificial Intelligence (IJCAI 2020). IJCAI, 5\u00a0pages."},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.5555\/2900423.2900523"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v32i1.11477"},{"key":"e_1_3_2_1_14_1","volume-title":"Internet advertising and the generalized second-price auction: Selling billions of dollars worth of keywords. The American economic review 97, 1","author":"Edelman Benjamin","year":"2007","unstructured":"Benjamin Edelman , Michael Ostrovsky , and Michael Schwarz . 2007. Internet advertising and the generalized second-price auction: Selling billions of dollars worth of keywords. The American economic review 97, 1 ( 2007 ), 242\u2013259. Benjamin Edelman, Michael Ostrovsky, and Michael Schwarz. 2007. Internet advertising and the generalized second-price auction: Selling billions of dollars worth of keywords. The American economic review 97, 1 (2007), 242\u2013259."},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"crossref","unstructured":"Michael\u00a0D. Ekstrand Anubrata Das Robin Burke and Fernando Diaz. 2022. Fairness in Information Access Systems. arxiv:2105.05779\u00a0[cs.IR]  Michael\u00a0D. Ekstrand Anubrata Das Robin Burke and Fernando Diaz. 2022. Fairness in Information Access Systems. arxiv:2105.05779\u00a0[cs.IR]","DOI":"10.1561\/9781638280415"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1145\/3406522.3446033"},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-85616-8_33"},{"key":"e_1_3_2_1_18_1","volume-title":"Proceedings of the 26th International Joint Conference on Artificial Intelligence (IJCAI). International Joint Conferences on Artificial Intelligence, Marina del Rey, CA, 4580\u20134587","author":"Freeman Rupert","year":"2017","unstructured":"Rupert Freeman , Seyed\u00a0Majid Zahedi , and Vincent Conitzer . 2017 . Fair social choice in dynamic settings . In Proceedings of the 26th International Joint Conference on Artificial Intelligence (IJCAI). International Joint Conferences on Artificial Intelligence, Marina del Rey, CA, 4580\u20134587 . Rupert Freeman, Seyed\u00a0Majid Zahedi, and Vincent Conitzer. 2017. Fair social choice in dynamic settings. In Proceedings of the 26th International Joint Conference on Artificial Intelligence (IJCAI). International Joint Conferences on Artificial Intelligence, Marina del Rey, CA, 4580\u20134587."},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/3433949"},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1145\/3437963.3441824"},{"key":"e_1_3_2_1_21_1","unstructured":"Michael Kearns Seth Neel Aaron Roth and Zhiwei\u00a0Steven Wu. 2018. Preventing Fairness Gerrymandering: Auditing and Learning for Subgroup Fairness. arxiv:1711.05144\u00a0[cs.LG]  Michael Kearns Seth Neel Aaron Roth and Zhiwei\u00a0Steven Wu. 2018. Preventing Fairness Gerrymandering: Auditing and Learning for Subgroup Fairness. arxiv:1711.05144\u00a0[cs.LG]"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1145\/3334480.3375158"},{"key":"e_1_3_2_1_23_1","volume-title":"Proceedings of the ACM on Human-Computer Interaction 3, CSCW(2019)","author":"Noothigattu Ritesh","year":"2019","unstructured":"Min\u00a0Kyung Lee, Daniel Kusbit, Anson Kahng, Ji\u00a0Tae Kim, Xinran Yuan, Allissa Chan, Daniel See, Ritesh Noothigattu , Siheon Lee , and Alexandros Psomas . 2019 . WeBuildAI: Participatory framework for algorithmic governance . Proceedings of the ACM on Human-Computer Interaction 3, CSCW(2019) , 1\u201335. Min\u00a0Kyung Lee, Daniel Kusbit, Anson Kahng, Ji\u00a0Tae Kim, Xinran Yuan, Allissa Chan, Daniel See, Ritesh Noothigattu, Siheon Lee, and Alexandros Psomas. 2019. WeBuildAI: Participatory framework for algorithmic governance. Proceedings of the ACM on Human-Computer Interaction 3, CSCW(2019), 1\u201335."},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1145\/3313831.3376590"},{"key":"e_1_3_2_1_25_1","volume-title":"Proceedings of the 7th International Workshop on Computational Social Choice (COMSOC). 24\u00a0pages.","author":"Mattei N.","unstructured":"N. Mattei , A. Saffidine , and T. Walsh . 2018. An Axiomatic and Empirical Analysis of Mechanisms for Online Organ Matching . In Proceedings of the 7th International Workshop on Computational Social Choice (COMSOC). 24\u00a0pages. N. Mattei, A. Saffidine, and T. Walsh. 2018. An Axiomatic and Empirical Analysis of Mechanisms for Online Organ Matching. In Proceedings of the 7th International Workshop on Computational Social Choice (COMSOC). 24\u00a0pages."},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1145\/3394486.3403374"},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1145\/3397271.3401100"},{"key":"e_1_3_2_1_28_1","volume-title":"Fair division and collective welfare","author":"Moulin Herv\u00e9","unstructured":"Herv\u00e9 Moulin . 2004. Fair division and collective welfare . MIT press . Herv\u00e9 Moulin. 2004. Fair division and collective welfare. MIT press."},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1145\/3359221"},{"key":"e_1_3_2_1_30_1","volume-title":"Algorithms of Oppression: How search engines reinforce racism","author":"Noble Safiya\u00a0Umoja","unstructured":"Safiya\u00a0Umoja Noble . 2018. Algorithms of Oppression: How search engines reinforce racism . NYU Press . Safiya\u00a0Umoja Noble. 2018. Algorithms of Oppression: How search engines reinforce racism. NYU Press."},{"key":"e_1_3_2_1_31_1","volume-title":"Weapons of math destruction: How big data increases inequality and threatens democracy","author":"O\u2019Neil Cathy","unstructured":"Cathy O\u2019Neil . 2016. Weapons of math destruction: How big data increases inequality and threatens democracy . Broadway Books . Cathy O\u2019Neil. 2016. Weapons of math destruction: How big data increases inequality and threatens democracy. Broadway Books."},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1111\/1468-0262.00166"},{"key":"e_1_3_2_1_33_1","doi-asserted-by":"publisher","DOI":"10.1145\/3366423.3380196"},{"key":"e_1_3_2_1_34_1","doi-asserted-by":"publisher","DOI":"10.1145\/2339530.2339655"},{"key":"e_1_3_2_1_35_1","doi-asserted-by":"publisher","DOI":"10.1145\/3287560.3287598"},{"key":"e_1_3_2_1_36_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10676-022-09623-4"},{"key":"e_1_3_2_1_37_1","unstructured":"Nasim Sonboli Robin Burke Nicholas Mattei Farzad Eskandanian and Tian Gao. 2020. \u201dAnd the Winner Is...\u201d: Dynamic Lotteries for Multi-group Fairness-Aware Recommendation. arxiv:2009.02590\u00a0[cs.IR]  Nasim Sonboli Robin Burke Nicholas Mattei Farzad Eskandanian and Tian Gao. 2020. \u201dAnd the Winner Is...\u201d: Dynamic Lotteries for Multi-group Fairness-Aware Recommendation. arxiv:2009.02590\u00a0[cs.IR]"},{"key":"e_1_3_2_1_38_1","doi-asserted-by":"publisher","DOI":"10.1145\/3340631.3394846"},{"key":"e_1_3_2_1_39_1","doi-asserted-by":"publisher","DOI":"10.1145\/3450613.3456835"},{"key":"e_1_3_2_1_40_1","doi-asserted-by":"publisher","DOI":"10.1145\/3292500.3330793"},{"key":"e_1_3_2_1_41_1","volume-title":"Handbook of Social Choice and Welfare. Vol.\u00a02","author":"Thomson William","unstructured":"William Thomson . 2011. Fair allocation rules . In Handbook of Social Choice and Welfare. Vol.\u00a02 . Elsevier , 393\u2013506. William Thomson. 2011. Fair allocation rules. In Handbook of Social Choice and Welfare. Vol.\u00a02. Elsevier, 393\u2013506."},{"key":"e_1_3_2_1_42_1","doi-asserted-by":"crossref","unstructured":"Jun Wang Weinan Zhang and Shuai Yuan. 2017. Display Advertising with Real-Time Bidding (RTB) and Behavioural Targeting. arxiv:1610.03013\u00a0[cs.GT]  Jun Wang Weinan Zhang and Shuai Yuan. 2017. Display Advertising with Real-Time Bidding (RTB) and Behavioural Targeting. arxiv:1610.03013\u00a0[cs.GT]","DOI":"10.1561\/9781680833119"},{"key":"e_1_3_2_1_43_1","volume-title":"Internet Advertising: An Interplay among Advertisers","author":"Yuan Shuai","year":"2012","unstructured":"Shuai Yuan , Ahmad\u00a0Zainal Abidin , Marc Sloan , and Jun Wang . 2012 . Internet Advertising: An Interplay among Advertisers , Online Publishers , Ad Exchanges and Web Users. arxiv:1206.1754\u00a0[cs.IR] Shuai Yuan, Ahmad\u00a0Zainal Abidin, Marc Sloan, and Jun Wang. 2012. Internet Advertising: An Interplay among Advertisers, Online Publishers, Ad Exchanges and Web Users. arxiv:1206.1754\u00a0[cs.IR]"},{"key":"e_1_3_2_1_44_1","doi-asserted-by":"publisher","DOI":"10.1145\/2501040.2501980"},{"key":"e_1_3_2_1_45_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2021.102707"},{"key":"e_1_3_2_1_46_1","doi-asserted-by":"publisher","DOI":"10.1145\/2623330.2623633"},{"key":"e_1_3_2_1_47_1","doi-asserted-by":"publisher","DOI":"10.1145\/3269206.3271795"}],"event":{"name":"UMAP '22: 30th ACM Conference on User Modeling, Adaptation and Personalization","location":"Barcelona Spain","acronym":"UMAP '22","sponsor":["SIGWEB ACM Special Interest Group on Hypertext, Hypermedia, and Web","SIGCHI ACM Special Interest Group on Computer-Human Interaction"]},"container-title":["Adjunct Proceedings of the 30th ACM Conference on User Modeling, Adaptation and Personalization"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3511047.3538032","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3511047.3538032","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T20:12:14Z","timestamp":1750191134000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3511047.3538032"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,7,4]]},"references-count":47,"alternative-id":["10.1145\/3511047.3538032","10.1145\/3511047"],"URL":"https:\/\/doi.org\/10.1145\/3511047.3538032","relation":{},"subject":[],"published":{"date-parts":[[2022,7,4]]},"assertion":[{"value":"2022-07-04","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}