{"id":"https://openalex.org/W7125913019","doi":"https://doi.org/10.1109/smc58881.2025.11343266","title":"Aligning Shifting Preference: A PbRL-Driven Approach for Interactive Evolutionary Multi-Objective Optimization","display_name":"Aligning Shifting Preference: A PbRL-Driven Approach for Interactive Evolutionary Multi-Objective Optimization","publication_year":2025,"publication_date":"2025-10-05","ids":{"openalex":"https://openalex.org/W7125913019","doi":"https://doi.org/10.1109/smc58881.2025.11343266"},"language":null,"primary_location":{"id":"doi:10.1109/smc58881.2025.11343266","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc58881.2025.11343266","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5122043015","display_name":"Yulong Dai","orcid":null},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yulong Dai","raw_affiliation_strings":["National University of Defense Technology,College of Systems Engineering,Changsha,China,410073"],"affiliations":[{"raw_affiliation_string":"National University of Defense Technology,College of Systems Engineering,Changsha,China,410073","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054208558","display_name":"Ziyi Chen","orcid":"https://orcid.org/0000-0003-1605-9835"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziyi Chen","raw_affiliation_strings":["National University of Defense Technology,College of Systems Engineering,Changsha,China,410073"],"affiliations":[{"raw_affiliation_string":"National University of Defense Technology,College of Systems Engineering,Changsha,China,410073","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124115892","display_name":"Yajie Dou","orcid":null},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yajie Dou","raw_affiliation_strings":["National University of Defense Technology,College of Systems Engineering,Changsha,China,410073"],"affiliations":[{"raw_affiliation_string":"National University of Defense Technology,College of Systems Engineering,Changsha,China,410073","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124055779","display_name":"Jinke Deng","orcid":null},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinke Deng","raw_affiliation_strings":["National University of Defense Technology,College of Systems Engineering,Changsha,China,410073"],"affiliations":[{"raw_affiliation_string":"National University of Defense Technology,College of Systems Engineering,Changsha,China,410073","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100722507","display_name":"Jiang Jiang","orcid":"https://orcid.org/0000-0003-2483-2947"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiang Jiang","raw_affiliation_strings":["National University of Defense Technology,College of Systems Engineering,Changsha,China,410073"],"affiliations":[{"raw_affiliation_string":"National University of Defense Technology,College of Systems Engineering,Changsha,China,410073","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060851011","display_name":"Yuejin TAN","orcid":null},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuejin Tan","raw_affiliation_strings":["National University of Defense Technology,College of Systems Engineering,Changsha,China,410073"],"affiliations":[{"raw_affiliation_string":"National University of Defense Technology,College of Systems Engineering,Changsha,China,410073","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5122043015"],"corresponding_institution_ids":["https://openalex.org/I170215575"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.75254099,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1716","last_page":"1721"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9882000088691711,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9882000088691711,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10462","display_name":"Reinforcement Learning in Robotics","score":0.002099999925121665,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.000699999975040555,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/preference","display_name":"Preference","score":0.667900025844574},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.510200023651123},{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.5056999921798706},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.49050000309944153},{"id":"https://openalex.org/keywords/preference-elicitation","display_name":"Preference elicitation","score":0.46219998598098755},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.4611000120639801},{"id":"https://openalex.org/keywords/preference-theory","display_name":"Preference theory","score":0.4449000060558319},{"id":"https://openalex.org/keywords/extant-taxon","display_name":"Extant taxon","score":0.4359999895095825}],"concepts":[{"id":"https://openalex.org/C2781249084","wikidata":"https://www.wikidata.org/wiki/Q908656","display_name":"Preference","level":2,"score":0.667900025844574},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6462000012397766},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6248999834060669},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5577999949455261},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.510200023651123},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.5056999921798706},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.49050000309944153},{"id":"https://openalex.org/C2777868144","wikidata":"https://www.wikidata.org/wiki/Q7239817","display_name":"Preference elicitation","level":3,"score":0.46219998598098755},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.4611000120639801},{"id":"https://openalex.org/C2781043087","wikidata":"https://www.wikidata.org/wiki/Q939761","display_name":"Preference theory","level":3,"score":0.4449000060558319},{"id":"https://openalex.org/C178300618","wikidata":"https://www.wikidata.org/wiki/Q1898509","display_name":"Extant taxon","level":2,"score":0.4359999895095825},{"id":"https://openalex.org/C181204326","wikidata":"https://www.wikidata.org/wiki/Q7239820","display_name":"Preference learning","level":3,"score":0.4007999897003174},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.38530001044273376},{"id":"https://openalex.org/C105902424","wikidata":"https://www.wikidata.org/wiki/Q1197129","display_name":"Evolutionary computation","level":2,"score":0.37470000982284546},{"id":"https://openalex.org/C150921843","wikidata":"https://www.wikidata.org/wiki/Q1170431","display_name":"Resampling","level":2,"score":0.37049999833106995},{"id":"https://openalex.org/C2778049539","wikidata":"https://www.wikidata.org/wiki/Q17002908","display_name":"Bayesian optimization","level":2,"score":0.367000013589859},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.3490000069141388},{"id":"https://openalex.org/C137635306","wikidata":"https://www.wikidata.org/wiki/Q182667","display_name":"Pareto principle","level":2,"score":0.335999995470047},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.32600000500679016},{"id":"https://openalex.org/C2778334786","wikidata":"https://www.wikidata.org/wiki/Q1586270","display_name":"Variation (astronomy)","level":2,"score":0.3059000074863434},{"id":"https://openalex.org/C207002847","wikidata":"https://www.wikidata.org/wiki/Q2912857","display_name":"Evolution strategy","level":3,"score":0.25690001249313354}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/smc58881.2025.11343266","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc58881.2025.11343266","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6936545372009277,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1588375755","https://openalex.org/W2008952656","https://openalex.org/W2056144929","https://openalex.org/W2102365077","https://openalex.org/W2126105956","https://openalex.org/W2127950596","https://openalex.org/W2142331156","https://openalex.org/W2143381319","https://openalex.org/W2963381381","https://openalex.org/W3127573995","https://openalex.org/W4235967258","https://openalex.org/W4315606174","https://openalex.org/W4377030676","https://openalex.org/W4382203323","https://openalex.org/W4384008755"],"related_works":[],"abstract_inverted_index":{"Evolutionary":[0,33],"Multi-Objective":[1,34],"Optimization":[2,35],"Algorithms":[3],"(EMOAs)":[4],"are":[5,20,113],"extensively":[6],"utilised":[7],"to":[8,41,86,115,138],"address":[9,42],"issues":[10],"involving":[11],"conflicting":[12],"objectives.":[13],"Recent":[14],"studies":[15],"suggest":[16],"that":[17,82],"decision-makers":[18],"(DMs)":[19],"typically":[21],"only":[22],"concerned":[23],"with":[24,154],"a":[25,76,94,100],"portion":[26],"of":[27,49,71,91,145],"the":[28,47,52,68,116,122,131,146,163],"Pareto":[29],"frontier.":[30],"The":[31,143],"Interactive":[32],"Algorithm":[36],"(iEMOA)":[37],"has":[38],"been":[39],"developed":[40],"this":[43],"issue":[44],"by":[45,168],"integrating":[46],"preference":[48,90,108,141,165],"DM":[50,92],"into":[51],"optimization":[53,96],"process":[54,103],"through":[55,151],"multiple":[56],"interactions.":[57],"However,":[58],"extant":[59],"approaches":[60],"often":[61],"treat":[62],"these":[63],"preferences":[64,85],"as":[65],"static,":[66],"neglecting":[67],"dynamic":[69],"nature":[70],"DM.":[72,170],"This":[73],"paper":[74],"proposes":[75],"preference-based":[77],"reinforcement":[78],"learning":[79],"(PbRL)":[80],"method":[81],"utilises":[83],"list-wise":[84,107],"dynamically":[87],"align":[88],"shifting":[89],"in":[93,121,161],"multi-objective":[95],"problem":[97],"(MOP).":[98],"First,":[99],"Markov":[101],"decision":[102],"(MDP)":[104],"model":[105,135],"for":[106,140],"is":[109,136,149],"developed.":[110],"Second,":[111],"modifications":[112],"made":[114],"reward":[117],"and":[118],"resampling":[119],"mechanisms":[120],"basic":[123],"deep":[124],"deterministic":[125],"policy":[126],"gradient":[127],"(DDPG)":[128],"algorithm.":[129],"Third,":[130],"machine":[132],"decision-maker":[133],"(MDM)":[134],"enhanced":[137],"account":[139],"shift.":[142],"efficacy":[144],"proposed":[147],"approach":[148],"demonstrated":[150],"comparative":[152],"experiments":[153],"state-of-the-art":[155],"methods,":[156],"highlighting":[157],"its":[158],"superior":[159],"performance":[160],"handling":[162],"complex":[164],"behaviours":[166],"exhibited":[167],"real-world":[169]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2026-01-29T00:00:00"}