{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,10]],"date-time":"2026-04-10T09:59:04Z","timestamp":1775815144792,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":60,"publisher":"ACM","license":[{"start":{"date-parts":[[2022,9,13]],"date-time":"2022-09-13T00:00:00Z","timestamp":1663027200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/100000001","name":"NSF (National Science Foundation)","doi-asserted-by":"publisher","award":["CPS 1931853"],"award-info":[{"award-number":["CPS 1931853"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000006","name":"Office of Naval Research","doi-asserted-by":"publisher","award":["N00014-20-1-2497; N00014-18-1-2833"],"award-info":[{"award-number":["N00014-20-1-2497; N00014-18-1-2833"]}],"id":[{"id":"10.13039\/100000006","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2022,9,18]]},"DOI":"10.1145\/3523227.3546778","type":"proceedings-article","created":{"date-parts":[[2022,9,13]],"date-time":"2022-09-13T14:13:46Z","timestamp":1663078426000},"page":"35-48","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":13,"title":["Towards Psychologically-Grounded Dynamic Preference Models"],"prefix":"10.1145","author":[{"given":"Mihaela","family":"Curmei","sequence":"first","affiliation":[{"name":"Electrical Engineering and Computer Science, University of California - Berkeley, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Andreas A.","family":"Haupt","sequence":"additional","affiliation":[{"name":"Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Benjamin","family":"Recht","sequence":"additional","affiliation":[{"name":"Electrical Engineering and Computer Science, University of California - Berkeley, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Dylan","family":"Hadfield-Menell","sequence":"additional","affiliation":[{"name":"Electrical Engineering and Computer Science, Massachusetts Institute of Technology, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2022,9,13]]},"reference":[{"key":"e_1_3_2_2_1_1","doi-asserted-by":"publisher","DOI":"10.1145\/2532508.2532511"},{"key":"e_1_3_2_2_2_1","doi-asserted-by":"publisher","DOI":"10.1257\/aer.20190390"},{"key":"e_1_3_2_2_3_1","volume-title":"Exposure and affect: overview and meta-analysis of research","author":"Bornstein F","year":"1968","unstructured":"Robert\u00a0F Bornstein. 1989. Exposure and affect: overview and meta-analysis of research, 1968\u20131987.Psychological bulletin 106, 2 (1989), 265."},{"key":"e_1_3_2_2_4_1","unstructured":"Philip Brickman. 1971. Hedonic relativism and planning the good society. Adaptation level theory(1971) 287\u2013301."},{"key":"e_1_3_2_2_5_1","volume-title":"Estimating and Penalizing Preference Shift in Recommender Systems. In Fifteenth ACM Conference on Recommender Systems. 661\u2013667","author":"Carroll Micah","year":"2021","unstructured":"Micah Carroll, Dylan Hadfield-Menell, Stuart Russell, and Anca Dragan. 2021. Estimating and Penalizing Preference Shift in Recommender Systems. In Fifteenth ACM Conference on Recommender Systems. 661\u2013667."},{"key":"e_1_3_2_2_6_1","doi-asserted-by":"publisher","DOI":"10.1145\/3240323.3240370"},{"key":"e_1_3_2_2_7_1","doi-asserted-by":"publisher","DOI":"10.1145\/2792838.2800174"},{"key":"e_1_3_2_2_8_1","doi-asserted-by":"publisher","DOI":"10.1002\/mar.21401"},{"key":"e_1_3_2_2_9_1","first-page":"564","article-title":"Happily ever after: The effect of identity-consistency on product satiation","volume":"42","author":"Chugani K","year":"2015","unstructured":"Sunaina\u00a0K Chugani, Julie\u00a0R Irwin, and Joseph\u00a0P Redden. 2015. Happily ever after: The effect of identity-consistency on product satiation. Journal of Consumer Research 42, 4 (2015), 564\u2013577.","journal-title":"Journal of Consumer Research"},{"key":"e_1_3_2_2_10_1","unstructured":"John\u00a0O Cooper Timothy\u00a0E Heron William\u00a0L Heward 2007. Applied behavior analysis. (2007)."},{"key":"e_1_3_2_2_11_1","doi-asserted-by":"publisher","DOI":"10.1177\/03079459994371"},{"key":"e_1_3_2_2_12_1","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1217220110"},{"key":"e_1_3_2_2_13_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jesp.2009.06.019"},{"key":"e_1_3_2_2_14_1","volume-title":"The Dual Echo Chamber: Modeling Social Media Polarization for Interventional Recommending. In Fifteenth ACM Conference on Recommender Systems. 12\u201322","author":"Donkers Tim","year":"2021","unstructured":"Tim Donkers and J\u00fcrgen Ziegler. 2021. The Dual Echo Chamber: Modeling Social Media Polarization for Interventional Recommending. In Fifteenth ACM Conference on Recommender Systems. 12\u201322."},{"key":"e_1_3_2_2_15_1","doi-asserted-by":"publisher","DOI":"10.1080\/02642069.2011.531121"},{"key":"e_1_3_2_2_16_1","doi-asserted-by":"publisher","DOI":"10.1086\/513050"},{"key":"e_1_3_2_2_17_1","doi-asserted-by":"crossref","unstructured":"Charles\u00a0B Ferster and Burrhus\u00a0Frederic Skinner. 1957. Schedules of reinforcement.(1957).","DOI":"10.1037\/10627-000"},{"key":"e_1_3_2_2_18_1","volume-title":"Consumer psychology in behavioral perspective","author":"Foxall Gordon","unstructured":"Gordon Foxall. 2004. Consumer psychology in behavioral perspective. Beard Books."},{"key":"e_1_3_2_2_19_1","doi-asserted-by":"publisher","DOI":"10.1080\/01608061003756307"},{"key":"e_1_3_2_2_20_1","doi-asserted-by":"crossref","unstructured":"Gordon\u00a0R Foxall. 2017. Behavioral economics in consumer behavior analysis. 309\u2013313\u00a0pages.","DOI":"10.1007\/s40614-017-0127-4"},{"key":"e_1_3_2_2_21_1","volume-title":"Operant conditioning of a vegetative human organism. The American journal of psychology 62, 4","author":"Fuller R","year":"1949","unstructured":"Paul\u00a0R Fuller. 1949. Operant conditioning of a vegetative human organism. The American journal of psychology 62, 4 (1949), 587\u2013590."},{"key":"e_1_3_2_2_22_1","doi-asserted-by":"publisher","DOI":"10.1145\/2645710.2645745"},{"key":"e_1_3_2_2_23_1","doi-asserted-by":"publisher","DOI":"10.1111\/bjso.12286"},{"key":"e_1_3_2_2_24_1","doi-asserted-by":"crossref","unstructured":"Elad Hazan 2016. Introduction to online convex optimization. Foundations and Trends\u00ae in Optimization 2 3-4(2016) 157\u2013325.","DOI":"10.1561\/2400000013"},{"key":"e_1_3_2_2_25_1","volume-title":"The mere exposure effect for consumer products as a consequence of existing familiarity and controlled exposure. Acta psychologica 144, 2","author":"Hekkert Paul","year":"2013","unstructured":"Paul Hekkert, Clementine Thurgood, and TW\u00a0Allan Whitfield. 2013. The mere exposure effect for consumer products as a consequence of existing familiarity and controlled exposure. Acta psychologica 144, 2 (2013), 411\u2013417."},{"key":"e_1_3_2_2_26_1","volume-title":"Adaptation-level as frame of reference for prediction of psychophysical data. The American journal of psychology 60, 1","author":"Helson Harry","year":"1947","unstructured":"Harry Helson. 1947. Adaptation-level as frame of reference for prediction of psychophysical data. The American journal of psychology 60, 1 (1947), 1\u201329."},{"key":"e_1_3_2_2_27_1","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2018.2879796"},{"key":"e_1_3_2_2_28_1","unstructured":"Homa Hosseinmardi Amir Ghasemian Aaron Clauset David\u00a0M Rothschild Markus Mobius and Duncan\u00a0J Watts. 2020. Evaluating the scale growth and origins of right-wing echo chambers on YouTube. arXiv preprint arXiv:2011.12843(2020)."},{"key":"e_1_3_2_2_29_1","volume-title":"Information theory and statistical mechanics. Physical review 106, 4","author":"Jaynes T","year":"1957","unstructured":"Edwin\u00a0T Jaynes. 1957. Information theory and statistical mechanics. Physical review 106, 4 (1957), 620."},{"key":"e_1_3_2_2_30_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.chbr.2020.100052"},{"key":"e_1_3_2_2_31_1","doi-asserted-by":"publisher","DOI":"10.1145\/3298689.3347069"},{"key":"e_1_3_2_2_32_1","unstructured":"Bohan Jiang Mansooreh Karami Lu Cheng Tyler Black and Huan Liu. 2021. Mechanisms and Attributes of Echo Chambers in Social Media. arXiv preprint arXiv:2106.05401(2021)."},{"key":"e_1_3_2_2_33_1","doi-asserted-by":"publisher","DOI":"10.1145\/3306618.3314288"},{"key":"e_1_3_2_2_34_1","unstructured":"Daniel Kahneman 1999. Objective happiness. Well-being: The foundations of hedonic psychology 3 25(1999) 1\u201323."},{"key":"e_1_3_2_2_35_1","doi-asserted-by":"publisher","DOI":"10.1145\/3447548.3467298"},{"key":"e_1_3_2_2_36_1","volume-title":"The cognitive unconscious. Science 237, 4821","author":"Kihlstrom F","year":"1987","unstructured":"John\u00a0F Kihlstrom. 1987. The cognitive unconscious. Science 237, 4821 (1987), 1445\u20131452."},{"key":"e_1_3_2_2_37_1","doi-asserted-by":"publisher","DOI":"10.1145\/1557019.1557072"},{"key":"e_1_3_2_2_38_1","unstructured":"Karl Krauth Sarah Dean Alex Zhao Wenshuo Guo Mihaela Curmei Benjamin Recht and Michael\u00a0I Jordan. 2020. Do Offline Metrics Predict Online Performance in Recommender Systems?arXiv preprint arXiv:2011.07931(2020)."},{"key":"e_1_3_2_2_39_1","doi-asserted-by":"crossref","unstructured":"Mark Ledwich and Anna Zaitsev. 2019. Algorithmic extremism: Examining YouTube\u2019s rabbit hole of radicalization. arXiv preprint arXiv:1912.11211(2019).","DOI":"10.5210\/fm.v25i3.10419"},{"key":"e_1_3_2_2_40_1","doi-asserted-by":"publisher","DOI":"10.1257\/aer.20191777"},{"key":"e_1_3_2_2_41_1","volume-title":"Alexander Felfernig","author":"Lex Elisabeth","year":"2021","unstructured":"Elisabeth Lex, Dominik Kowald, Paul Seitlinger, Thi Ngoc\u00a0Trang Tran, Alexander Felfernig, Markus Schedl, 2021. Psychology-informed recommender systems. Now Publishers."},{"key":"e_1_3_2_2_42_1","volume-title":"Tensor completion for estimating missing values in visual data","author":"Liu Ji","year":"2012","unstructured":"Ji Liu, Przemyslaw Musialski, Peter Wonka, and Jieping Ye. 2012. Tensor completion for estimating missing values in visual data. IEEE transactions on pattern analysis and machine intelligence 35, 1(2012), 208\u2013220."},{"key":"e_1_3_2_2_43_1","volume-title":"An Exploratory Study on Autoplay and Recommendation. In Multidisciplinary International Symposium on Disinformation in Open Online Media. Springer, 50\u201365","author":"Markmann Simon","year":"2021","unstructured":"Simon Markmann and Christian Grimme. 2021. Is YouTube Still a Radicalizer? An Exploratory Study on Autoplay and Recommendation. In Multidisciplinary International Symposium on Disinformation in Open Online Media. Springer, 50\u201365."},{"key":"e_1_3_2_2_44_1","volume-title":"Using habituation in machine learning. Neurobiology of learning and memory 92, 2","author":"Marsland Stephen","year":"2009","unstructured":"Stephen Marsland. 2009. Using habituation in machine learning. Neurobiology of learning and memory 92, 2 (2009), 260\u2013266."},{"key":"e_1_3_2_2_45_1","volume-title":"Alt-right pipeline: Individual journeys to extremism online. First Monday","author":"Munn Luke","year":"2019","unstructured":"Luke Munn. 2019. Alt-right pipeline: Individual journeys to extremism online. First Monday (2019)."},{"key":"e_1_3_2_2_46_1","doi-asserted-by":"publisher","DOI":"10.1509\/jmkr.45.6.654"},{"key":"e_1_3_2_2_47_1","doi-asserted-by":"publisher","DOI":"10.1145\/2566486.2568012"},{"key":"e_1_3_2_2_48_1","unstructured":"Emil Noordeh Roman Levin Ruochen Jiang and Harris Shadmany. 2020. Echo Chambers in Collaborative Filtering Based Recommendation Systems. arXiv preprint arXiv:2011.03890(2020)."},{"key":"e_1_3_2_2_49_1","doi-asserted-by":"publisher","DOI":"10.1086\/344428"},{"key":"e_1_3_2_2_50_1","volume-title":"The filter bubble: How the new personalized web is changing what we read and how we think","author":"Pariser Eli","unstructured":"Eli Pariser. 2011. The filter bubble: How the new personalized web is changing what we read and how we think. Penguin."},{"key":"e_1_3_2_2_51_1","volume-title":"The 2021 World Wide Web Conference, WWW. 19\u201323","author":"Passino Francesco\u00a0Sanna","year":"2021","unstructured":"Francesco\u00a0Sanna Passino, Lucas Maystre, Dmitrii Moor, Ashton Anderson, and Mounia Lalmas. 2021. Where To Next? A Dynamic Model of User Preferences. In The 2021 World Wide Web Conference, WWW. 19\u201323."},{"key":"e_1_3_2_2_52_1","doi-asserted-by":"publisher","DOI":"10.1145\/3351095.3372879"},{"key":"e_1_3_2_2_53_1","doi-asserted-by":"publisher","DOI":"10.1145\/2959100.2959176"},{"key":"e_1_3_2_2_54_1","unstructured":"Wilbert\u00a0Samuel Rossi Jan\u00a0Willem Polderman and Paolo Frasca. 2018. The closed loop between opinion formation and personalised recommendations. arXiv preprint arXiv:1809.04644(2018)."},{"key":"e_1_3_2_2_55_1","unstructured":"B.\u00a0F. Skinner. 1938. The Behavior of Organisms: An Experimental Analysis. Appleton-Century."},{"key":"e_1_3_2_2_56_1","doi-asserted-by":"publisher","DOI":"10.1145\/3383313.3412489"},{"key":"e_1_3_2_2_57_1","volume-title":"An Audit of Misinformation Filter Bubbles on YouTube: Bubble Bursting and Recent Behavior Changes. In Fifteenth ACM Conference on Recommender Systems. 1\u201311","author":"Tomlein Matus","year":"2021","unstructured":"Matus Tomlein, Branislav Pecher, Jakub Simko, Ivan Srba, Robert Moro, Elena Stefancova, Michal Kompan, Andrea Hrckova, Juraj Podrouzek, and Maria Bielikova. 2021. An Audit of Misinformation Filter Bubbles on YouTube: Bubble Bursting and Recent Behavior Changes. In Fifteenth ACM Conference on Recommender Systems. 1\u201311."},{"key":"e_1_3_2_2_58_1","doi-asserted-by":"publisher","DOI":"10.3982\/ECTA14138"},{"key":"e_1_3_2_2_59_1","doi-asserted-by":"crossref","unstructured":"Yang Yang and Jeff Galak. 2015. Sentimental value and its influence on hedonic adaptation.Journal of personality and social psychology 109 5(2015) 767.","DOI":"10.1037\/pspa0000036"},{"key":"e_1_3_2_2_60_1","doi-asserted-by":"publisher","DOI":"10.1037\/h0025848"}],"event":{"name":"RecSys '22: Sixteenth ACM Conference on Recommender Systems","location":"Seattle WA USA","acronym":"RecSys '22","sponsor":["SIGWEB ACM Special Interest Group on Hypertext, Hypermedia, and Web","SIGAI ACM Special Interest Group on Artificial Intelligence","SIGKDD ACM Special Interest Group on Knowledge Discovery in Data","SIGIR ACM Special Interest Group on Information Retrieval","SIGCHI ACM Special Interest Group on Computer-Human Interaction"]},"container-title":["Proceedings of the 16th ACM Conference on Recommender Systems"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3523227.3546778","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3523227.3546778","content-type":"application\/pdf","content-version":"vor","intended-application":"syndication"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3523227.3546778","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T19:03:00Z","timestamp":1750186980000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3523227.3546778"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,9,13]]},"references-count":60,"alternative-id":["10.1145\/3523227.3546778","10.1145\/3523227"],"URL":"https:\/\/doi.org\/10.1145\/3523227.3546778","relation":{},"subject":[],"published":{"date-parts":[[2022,9,13]]},"assertion":[{"value":"2022-09-13","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}