{"id":"https://openalex.org/W7134277798","doi":"https://doi.org/10.1145/3742414.3789233","title":"Towards Adaptive Mixed-Initiative Media Recommender Systems with LLMs","display_name":"Towards Adaptive Mixed-Initiative Media Recommender Systems with LLMs","publication_year":2026,"publication_date":"2026-03-09","ids":{"openalex":"https://openalex.org/W7134277798","doi":"https://doi.org/10.1145/3742414.3789233"},"language":null,"primary_location":{"id":"doi:10.1145/3742414.3789233","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3742414.3789233","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the 31st International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3742414.3789233","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078072741","display_name":"Ulysse Maes","orcid":"https://orcid.org/0009-0005-6823-0237"},"institutions":[{"id":"https://openalex.org/I13469542","display_name":"Vrije Universiteit Brussel","ror":"https://ror.org/006e5kg04","country_code":"BE","type":"education","lineage":["https://openalex.org/I13469542"]}],"countries":["BE"],"is_corresponding":true,"raw_author_name":"Ulysse Maes","raw_affiliation_strings":["imec-SMIT, Vrije Universiteit Brussel, Brussels, Belgium"],"raw_orcid":"https://orcid.org/0009-0005-6823-0237","affiliations":[{"raw_affiliation_string":"imec-SMIT, Vrije Universiteit Brussel, Brussels, Belgium","institution_ids":["https://openalex.org/I13469542"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5078072741"],"corresponding_institution_ids":["https://openalex.org/I13469542"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.48612372,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"231","last_page":"233"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.25060001015663147,"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"}},"topics":[{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.25060001015663147,"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/T12128","display_name":"AI in Service Interactions","score":0.08820000290870667,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.0723000019788742,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/recommender-system","display_name":"Recommender system","score":0.6944000124931335},{"id":"https://openalex.org/keywords/situational-ethics","display_name":"Situational ethics","score":0.5695000290870667},{"id":"https://openalex.org/keywords/plan","display_name":"Plan (archaeology)","score":0.5482000112533569},{"id":"https://openalex.org/keywords/limiting","display_name":"Limiting","score":0.4984999895095825},{"id":"https://openalex.org/keywords/user-modeling","display_name":"User modeling","score":0.4392000138759613},{"id":"https://openalex.org/keywords/conceptual-framework","display_name":"Conceptual framework","score":0.37950000166893005},{"id":"https://openalex.org/keywords/user-interface","display_name":"User interface","score":0.3418999910354614},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.3391000032424927}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7195000052452087},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.6944000124931335},{"id":"https://openalex.org/C9114305","wikidata":"https://www.wikidata.org/wiki/Q1428317","display_name":"Situational ethics","level":2,"score":0.5695000290870667},{"id":"https://openalex.org/C2776505523","wikidata":"https://www.wikidata.org/wiki/Q4785468","display_name":"Plan (archaeology)","level":2,"score":0.5482000112533569},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.5012999773025513},{"id":"https://openalex.org/C188198153","wikidata":"https://www.wikidata.org/wiki/Q1613840","display_name":"Limiting","level":2,"score":0.4984999895095825},{"id":"https://openalex.org/C67712803","wikidata":"https://www.wikidata.org/wiki/Q7901853","display_name":"User modeling","level":3,"score":0.4392000138759613},{"id":"https://openalex.org/C14224292","wikidata":"https://www.wikidata.org/wiki/Q13600188","display_name":"Conceptual framework","level":2,"score":0.37950000166893005},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.35010001063346863},{"id":"https://openalex.org/C89505385","wikidata":"https://www.wikidata.org/wiki/Q47146","display_name":"User interface","level":2,"score":0.3418999910354614},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.3391000032424927},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3375999927520752},{"id":"https://openalex.org/C13606891","wikidata":"https://www.wikidata.org/wiki/Q2623243","display_name":"Conceptual model","level":2,"score":0.32820001244544983},{"id":"https://openalex.org/C17632256","wikidata":"https://www.wikidata.org/wiki/Q1076968","display_name":"Digital media","level":2,"score":0.31679999828338623},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.3059999942779541},{"id":"https://openalex.org/C2776636917","wikidata":"https://www.wikidata.org/wiki/Q3772297","display_name":"Information seeking","level":2,"score":0.30059999227523804},{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.2985999882221222},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.2888999879360199},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.2863999903202057},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.2858000099658966},{"id":"https://openalex.org/C52970973","wikidata":"https://www.wikidata.org/wiki/Q2497134","display_name":"Adaptive system","level":2,"score":0.28450000286102295},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2777000069618225},{"id":"https://openalex.org/C180198813","wikidata":"https://www.wikidata.org/wiki/Q121182","display_name":"Information system","level":2,"score":0.27309998869895935},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.26589998602867126},{"id":"https://openalex.org/C3017568202","wikidata":"https://www.wikidata.org/wiki/Q2899888","display_name":"User needs","level":2,"score":0.2637999951839447}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3742414.3789233","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3742414.3789233","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the 31st International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3742414.3789233","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3742414.3789233","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the 31st International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1579090648","https://openalex.org/W1964729842","https://openalex.org/W1982451263","https://openalex.org/W1999916133","https://openalex.org/W2053075547","https://openalex.org/W2125330369","https://openalex.org/W2135880665","https://openalex.org/W2142616840","https://openalex.org/W2159593279","https://openalex.org/W2947612811","https://openalex.org/W3013418989","https://openalex.org/W4213419844","https://openalex.org/W4239943223","https://openalex.org/W4283170612","https://openalex.org/W4388624604","https://openalex.org/W4389903236","https://openalex.org/W4392795381","https://openalex.org/W4393970560","https://openalex.org/W4403220703","https://openalex.org/W4403220999","https://openalex.org/W4403464896","https://openalex.org/W4406849765","https://openalex.org/W4410205102","https://openalex.org/W4411030024","https://openalex.org/W4411236087","https://openalex.org/W4414034766","https://openalex.org/W4416017167"],"related_works":[],"abstract_inverted_index":{"Recommender":[0],"systems":[1],"(RS)":[2],"increasingly":[3],"shape":[4],"how":[5,52],"people":[6],"encounter":[7],"digital":[8],"media,":[9],"but":[10],"often":[11],"leave":[12],"users":[13],"with":[14,108],"limited":[15],"understanding":[16,116],"of":[17],"why":[18],"items":[19],"are":[20],"recommended":[21],"and":[22,37,65,89,99,117,131],"few":[23],"ways":[24],"to":[25,68,74,84],"influence":[26],"them.":[27],"Existing":[28],"user":[29,47,115],"interfaces":[30],"(UIs)":[31],"typically":[32],"offer":[33],"static,":[34],"one-size-fits-all":[35],"explanations":[36,107],"controls":[38],"that":[39,79,104],"do":[40],"not":[41],"reflect":[42],"users\u2019":[43,69],"dynamic":[44,70],"needs,":[45],"limiting":[46],"agency.":[48],"My":[49],"research":[50,129],"investigates":[51],"mixed-initiative":[53,139],"recommender":[54],"interfaces,":[55],"enabled":[56],"by":[57],"large":[58],"language":[59],"models":[60],"(LLMs),":[61],"can":[62],"adapt":[63],"explanatory":[64],"interactive":[66,109],"elements":[67],"needs.":[71],"I":[72,96,124],"plan":[73,130],"develop":[75],"a":[76],"conceptual":[77],"model":[78],"links":[80],"situational":[81],"media":[82],"needs":[83],"requirements":[85],"for":[86],"information":[87],"(understanding)":[88],"interaction":[90],"(control).":[91],"Building":[92],"on":[93,114,127,137],"this":[94,121],"model,":[95],"will":[97],"design":[98],"experimentally":[100],"evaluate":[101],"adaptive":[102,138],"UIs":[103],"combine":[105],"personalized":[106],"controls,":[110],"measuring":[111],"their":[112],"effects":[113],"perceived":[118],"control.":[119],"Through":[120],"doctoral":[122],"consortium,":[123],"seek":[125],"feedback":[126],"my":[128],"guidance":[132],"in":[133],"designing":[134],"effective":[135],"experiments":[136],"RS.":[140]},"counts_by_year":[],"updated_date":"2026-03-10T14:13:21.323994","created_date":"2026-03-10T00:00:00"}