{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,8]],"date-time":"2025-10-08T00:20:39Z","timestamp":1759882839302,"version":"build-2065373602"},"publisher-location":"New York, NY, USA","reference-count":20,"publisher":"ACM","funder":[{"name":"Bundesministerium f\u00fcr Bildung und Forschung","award":["FKZ 01|S21023D","FKZ 01|S21023G"],"award-info":[{"award-number":["FKZ 01|S21023D","FKZ 01|S21023G"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2025,7,14]]},"DOI":"10.1145\/3712255.3726644","type":"proceedings-article","created":{"date-parts":[[2025,8,11]],"date-time":"2025-08-11T15:15:44Z","timestamp":1754925344000},"page":"375-378","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Efficient Contextual Preferential Bayesian Optimization with Historical Examples"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0009-0000-0988-7451","authenticated-orcid":false,"given":"Farha A.","family":"Khan","sequence":"first","affiliation":[{"name":"Continental Automotive Components (India) Pvt. Ltd., Bengaluru, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0258-2270","authenticated-orcid":false,"given":"Tanmay","family":"Chakraborty","sequence":"additional","affiliation":[{"name":"Continental Automotive Technologies GmbH, AI Lab Berlin, Berlin, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8134-9591","authenticated-orcid":false,"given":"J\u00f6rg P.","family":"Dietrich","sequence":"additional","affiliation":[{"name":"Continental Automotive Technologies GmbH, Frankfurt, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0006-9755-6639","authenticated-orcid":false,"given":"Christian","family":"Wirth","sequence":"additional","affiliation":[{"name":"Continental Automotive Technologies GmbH, Frankfurt, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2025,8,11]]},"reference":[{"key":"e_1_3_2_1_1_1","volume-title":"Advances in Neural Information Processing System (NeurIPS)","volume":"32","author":"Abdolshah Majid","year":"2019","unstructured":"Majid Abdolshah, Alistair Shilton, Santu Rana, Sunil Gupta, and Svetha Venkatesh. 2019. Multi-objective Bayesian optimisation with preferences over objectives. In Advances in Neural Information Processing System (NeurIPS), Vol. 32."},{"key":"e_1_3_2_1_2_1","volume-title":"ICML Workshop The Many Facets of Preference-Based Learning. https:\/\/openreview.net\/pdf?id=Y7saIzVsgR","author":"Astudillo Raul","year":"2023","unstructured":"Raul Astudillo, Kejun Li, Maegan Tucker, Chu X. Cheng, Aaron Ames, and Yisong Yue. 2023. Preferential Multi-Attribute Bayesian Optimization with Application to Exoskeleton Personalization. In ICML Workshop The Many Facets of Preference-Based Learning. https:\/\/openreview.net\/pdf?id=Y7saIzVsgR"},{"volume-title":"Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics (AISTATS). https:\/\/api.semanticscholar.org\/CorpusID:257771647","author":"Astudillo Raul","key":"e_1_3_2_1_3_1","unstructured":"Raul Astudillo, Zhiyuan J. Lin, Eytan Bakshy, and Peter I. Frazier. 2023. qEUBO: A Decision-Theoretic Acquisition Function for Preferential Bayesian Optimization. In Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics (AISTATS). https:\/\/api.semanticscholar.org\/CorpusID:257771647"},{"key":"e_1_3_2_1_4_1","unstructured":"Christopher J. C. Burges. 2010. From RankNet to LambdaRank to LambdaMART: An Overview. Technical Report. Microsoft Research. https:\/\/www.microsoft.com\/en-us\/research\/publication\/from-ranknet-to-lambdarank-to-lambdamart-an-overview\/"},{"key":"e_1_3_2_1_5_1","volume-title":"Advances in Neural Information Processing Systems (NeurIPS)","volume":"32","author":"Char Ian","year":"2019","unstructured":"Ian Char, Youngseog Chung, Willie Neiswanger, Kirthevasan Kandasamy, Oak Nelson, Mark D. Boyer, and Egemen Kolemen. 2019. Offline Contextual Bayesian Optimization. In Advances in Neural Information Processing Systems (NeurIPS), Vol. 32. Curran Associates, Inc."},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1145\/1102351.1102369"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","unstructured":"Kalyanmoy Deb Lothar Thiele Marco Laumanns and Eckart Zitzler. 2005. Scalable Test Problems for Evolutionary Multiobjective Optimization. In Evolutionary Multiobjective Optimization. 105\u2013145. 10.1007\/1-84628-137-7_6","DOI":"10.1007\/1-84628-137-7_6"},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"crossref","unstructured":"Johannes F\u00fcrnkranz and Eyke H\u00fcllermeier (Eds.). 2010. Preference Learning. Springer-Verlag. DOI10.1007\/978-3-642-14125-6","DOI":"10.1007\/978-3-642-14125-6"},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.5555\/3305381.3305514"},{"key":"e_1_3_2_1_10_1","volume-title":"Hoffman and Andrew Gelman","author":"Matthew","year":"2014","unstructured":"Matthew D. Hoffman and Andrew Gelman. 2014. The No-U-turn sampler: adaptively setting path lengths in Hamiltonian Monte Carlo. Journal of Machine Learning Reserach (JMLR) (2014). https:\/\/www.jmlr.org\/papers\/volume15\/hoffman14a\/hoffman14a.pdf"},{"key":"e_1_3_2_1_11_1","volume-title":"An Evolutionary Many-Objective Optimization Algorithm Using Reference-Point Based Nondominated Sorting Approach","author":"Jain Himanshu","year":"2014","unstructured":"Himanshu Jain and Kalyanmoy Deb. 2014. An Evolutionary Many-Objective Optimization Algorithm Using Reference-Point Based Nondominated Sorting Approach, Part II: Handling Constraints and Extending to an Adaptive Approach. IEEE Transactions on Evolutionary Computation (2014). https:\/\/www.egr.msu.edu\/~kdeb\/papers\/k2012010.pdf"},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1145\/775047.775067"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1109\/TEVC.2005.851274"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.48550\/arXiv.2203.11382"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-662-38527-2_55"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","unstructured":"Carl E. Rasmussen and Christopher K. I. Williams (Eds.). 2006. Gaussian Processes for Machine Learning. MIT Press. 10.7551\/mitpress\/3206.001.0001","DOI":"10.7551\/mitpress\/3206.001.0001"},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2015.2494218"},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1109\/MLSP52302.2021.9596494"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1109\/CEC.2001.934296"},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1162\/106365600568202"}],"event":{"name":"GECCO '25 Companion: Genetic and Evolutionary Computation Conference Companion","sponsor":["SIGEVO ACM Special Interest Group on Genetic and Evolutionary Computation"],"location":"NH Malaga Hotel Malaga Spain","acronym":"GECCO '25 Companion"},"container-title":["Proceedings of the Genetic and Evolutionary Computation Conference Companion"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3712255.3726644","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,7]],"date-time":"2025-10-07T11:58:09Z","timestamp":1759838289000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3712255.3726644"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,7,14]]},"references-count":20,"alternative-id":["10.1145\/3712255.3726644","10.1145\/3712255"],"URL":"https:\/\/doi.org\/10.1145\/3712255.3726644","relation":{},"subject":[],"published":{"date-parts":[[2025,7,14]]},"assertion":[{"value":"2025-08-11","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}