{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,18]],"date-time":"2026-06-18T02:23:11Z","timestamp":1781749391442,"version":"3.54.5"},"reference-count":57,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"9","license":[{"start":{"date-parts":[[2025,9,1]],"date-time":"2025-09-01T00:00:00Z","timestamp":1756684800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2025,9,1]],"date-time":"2025-09-01T00:00:00Z","timestamp":1756684800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,9,1]],"date-time":"2025-09-01T00:00:00Z","timestamp":1756684800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Knowl. Data Eng."],"published-print":{"date-parts":[[2025,9]]},"DOI":"10.1109\/tkde.2025.3582506","type":"journal-article","created":{"date-parts":[[2025,7,8]],"date-time":"2025-07-08T13:39:51Z","timestamp":1751981991000},"page":"5004-5016","source":"Crossref","is-referenced-by-count":2,"title":["Beyond Accuracy: Decision Transformers for Reward-Driven Multi-Objective Recommendations"],"prefix":"10.1109","volume":"37","author":[{"ORCID":"https:\/\/orcid.org\/0009-0005-7117-8580","authenticated-orcid":false,"given":"Jie","family":"Wang","sequence":"first","affiliation":[{"name":"School of Computing Science, University of Glasgow, Glasgow, U.K."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alexandros","family":"Karatzoglou","sequence":"additional","affiliation":[{"name":"Amazon, Barcelona, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2528-6597","authenticated-orcid":false,"given":"Ioannis","family":"Arapakis","sequence":"additional","affiliation":[{"name":"Telef&#x00F3;nica Research, Madrid, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9228-1759","authenticated-orcid":false,"given":"Joemon M.","family":"Jose","sequence":"additional","affiliation":[{"name":"School of Computing Science, University of Glasgow, Glasgow, U.K."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3925-4951","authenticated-orcid":false,"given":"Xuri","family":"Ge","sequence":"additional","affiliation":[{"name":"School of Computing Science, University of Glasgow, Glasgow, U.K."}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-97-7235-3_13"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2023.103377"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1145\/3477495.3532685"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1145\/3426723"},{"key":"ref5","article-title":"Session-based recommendations with recurrent neural networks","author":"Hidasi","year":"2015"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1145\/3289600.3290975"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM.2018.00035"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2022.3145690"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1145\/3477495.3531714"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1145\/3397271.3401147"},{"key":"ref11","volume-title":"The Filter Bubble: What the Internet is Hiding From You","author":"Pariser","year":"2011"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1145\/3488560.3498471"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1007\/BF01442131"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/TAC.1967.1098537"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2016.11.015"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1145\/2365952.2365962"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2016.04.018"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2019.112857"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2020.08.080"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1287\/mnsc.19.8.936"},{"key":"ref21","article-title":"Multi-gradient descent for multi-objective recommender systems","author":"Milojkovic","year":"2019"},{"key":"ref22","first-page":"2613","article-title":"Double Q-learning","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","author":"Hasselt"},{"key":"ref23","first-page":"15084","article-title":"Decision transformer: Reinforcement learning via sequence modeling","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","author":"Chen"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1145\/3159652.3159656"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1145\/3357384.3357895"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1145\/3340531.3411954"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1145\/3219819.3219886"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1145\/2365952.2365971"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1145\/3397271.3401134"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1145\/3397271.3401225"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1145\/3488560.3498494"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1145\/3539618.3591656"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1145\/963770.963772"},{"key":"ref34","first-page":"43","article-title":"Helping users perceive recommendation diversity","volume-title":"Proc. Workshop Novelty Diversity Recommender Syst., ACM Int. Conf. Recommender Syst.","author":"Hu"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1145\/3442381.3449866"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1145\/3477495.3531718"},{"key":"ref37","first-page":"1742","article-title":"Optimal greedy diversity for recommendation","volume-title":"Proc. 24th Int. Joint Conf. Artif. Intell.","author":"Ashkan"},{"key":"ref38","first-page":"2698","article-title":"Promoting diversity in recommendation by entropy regularizer","volume-title":"Proc. 23rd Int. Joint Conf. Artif. Intell.","author":"Qin"},{"key":"ref39","first-page":"3868","article-title":"A framework for recommending relevant and diverse items","volume-title":"Proc. Int. Joint Conf. Artif. Intell.","author":"Sha"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1145\/3178876.3185994"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1145\/3437963.3441775"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1145\/3298689.3346998"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2022.103205"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2021.102721"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2020.102459"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2023.3317353"},{"key":"ref47","volume-title":"Reinforcement Learning: An Introduction","author":"Sutton","year":"2018"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.48550\/ARXIV.1706.03762"},{"key":"ref49","article-title":"Improving language understanding by generative pre-training","author":"Radford","year":"2018"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1145\/2911996.2912004"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1145\/2926720"},{"key":"ref52","article-title":"Adam: A method for stochastic optimization","author":"Kingma","year":"2014"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1145\/3627673.3679533"},{"key":"ref54","first-page":"21454","article-title":"Fairly recommending with social attributes: A flexible and controllable optimization approach","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","author":"Jin"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1145\/3543507.3583467"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1145\/3626772.3657767"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1145\/3701551.3703496"}],"container-title":["IEEE Transactions on Knowledge and Data Engineering"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/69\/11119623\/11072516.pdf?arnumber=11072516","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,8,8]],"date-time":"2025-08-08T04:36:44Z","timestamp":1754627804000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11072516\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,9]]},"references-count":57,"journal-issue":{"issue":"9"},"URL":"https:\/\/doi.org\/10.1109\/tkde.2025.3582506","relation":{},"ISSN":["1041-4347","1558-2191","2326-3865"],"issn-type":[{"value":"1041-4347","type":"print"},{"value":"1558-2191","type":"electronic"},{"value":"2326-3865","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,9]]}}}