{"id":"https://openalex.org/W4403577803","doi":"https://doi.org/10.1145/3627673.3680065","title":"Modeling User Intent Beyond Trigger: Incorporating Uncertainty for Trigger-Induced Recommendation","display_name":"Modeling User Intent Beyond Trigger: Incorporating Uncertainty for Trigger-Induced Recommendation","publication_year":2024,"publication_date":"2024-10-20","ids":{"openalex":"https://openalex.org/W4403577803","doi":"https://doi.org/10.1145/3627673.3680065"},"language":"en","primary_location":{"id":"doi:10.1145/3627673.3680065","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3627673.3680065","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Information and Knowledge Management","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/A5054653779","display_name":"Jianxing Ma","orcid":null},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jianxing Ma","raw_affiliation_strings":["Alibaba Group, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Alibaba Group, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078201272","display_name":"Zhibo Xiao","orcid":"https://orcid.org/0000-0001-9487-4515"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhibo Xiao","raw_affiliation_strings":["Alibaba Group, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Alibaba Group, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040614720","display_name":"Luwei Yang","orcid":"https://orcid.org/0000-0003-3949-4119"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Luwei Yang","raw_affiliation_strings":["Alibaba Group, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Alibaba Group, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102768105","display_name":"Hansheng Xue","orcid":"https://orcid.org/0000-0002-5263-4844"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Hansheng Xue","raw_affiliation_strings":["National University of Singapore, Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"National University of Singapore, Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001883389","display_name":"X.F. Liu","orcid":"https://orcid.org/0009-0003-1460-2803"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuanzhou Liu","raw_affiliation_strings":["Alibaba Group, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Alibaba Group, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100715027","display_name":"Wen Jiang","orcid":"https://orcid.org/0000-0001-8249-6879"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wen Jiang","raw_affiliation_strings":["Alibaba Group, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Alibaba Group, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027331671","display_name":"Wei Ning","orcid":"https://orcid.org/0000-0001-8487-9910"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Ning","raw_affiliation_strings":["Alibaba Group, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Alibaba Group, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031338085","display_name":"Guannan Zhang","orcid":"https://orcid.org/0000-0002-7091-2318"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guannan Zhang","raw_affiliation_strings":["Alibaba Group, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Alibaba Group, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5054653779"],"corresponding_institution_ids":["https://openalex.org/I45928872"],"apc_list":null,"apc_paid":null,"fwci":0.8118,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.80252244,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"4743","last_page":"4751"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9998999834060669,"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"}},{"id":"https://openalex.org/T12607","display_name":"Personal Information Management and User Behavior","score":0.9904999732971191,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9850999712944031,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6740349531173706},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3284760117530823}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6740349531173706},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3284760117530823}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3627673.3680065","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3627673.3680065","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Information and Knowledge Management","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W1996469277","https://openalex.org/W2475334473","https://openalex.org/W2723293840","https://openalex.org/W2786995169","https://openalex.org/W2899457523","https://openalex.org/W2908404712","https://openalex.org/W2911760887","https://openalex.org/W2945623882","https://openalex.org/W2945772520","https://openalex.org/W2962745591","https://openalex.org/W2963869731","https://openalex.org/W2964182926","https://openalex.org/W2964926209","https://openalex.org/W2966123616","https://openalex.org/W2984100107","https://openalex.org/W2996931760","https://openalex.org/W2997024057","https://openalex.org/W2998207486","https://openalex.org/W3012948425","https://openalex.org/W3032044946","https://openalex.org/W3034792929","https://openalex.org/W3093519337","https://openalex.org/W3093945404","https://openalex.org/W3096591391","https://openalex.org/W3098024612","https://openalex.org/W3100921056","https://openalex.org/W3101707147","https://openalex.org/W3105595718","https://openalex.org/W3106252282","https://openalex.org/W3106275434","https://openalex.org/W3117286046","https://openalex.org/W3122926833","https://openalex.org/W3133849783","https://openalex.org/W3153687269","https://openalex.org/W3178835722","https://openalex.org/W3206127589","https://openalex.org/W4220819549","https://openalex.org/W4224316819","https://openalex.org/W4284702440","https://openalex.org/W4288079520","https://openalex.org/W4392367737"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"To":[0,104],"cater":[1],"to":[2,38,73,100,182],"users'":[3,66,74,79],"desire":[4],"for":[5],"an":[6,61],"immersive":[7],"browsing":[8,92],"experience,":[9],"numerous":[10],"e-commerce":[11,196],"platforms":[12],"provide":[13],"various":[14,88],"recommendation":[15],"scenarios,":[16],"with":[17,167,198],"a":[18,43,110,159],"focus":[19],"on":[20,34,171],"Trigger-Induced":[21],"Recommendation":[22],"(TIR)":[23],"tasks.":[24],"However,":[25],"the":[26,35,133,148,164,176],"majority":[27],"of":[28,48,65,179],"current":[29],"TIR":[30,192],"methods":[31],"heavily":[32],"rely":[33],"trigger":[36],"item":[37],"understand":[39],"user":[40,49,101,130,144,168],"intent,":[41],"lacking":[42],"higher-level":[44],"exploration":[45],"and":[46,54,69,84,94,162],"exploitation":[47],"intent":[50,68,81,102,131,145],"(e.g.,":[51],"popular":[52],"items":[53],"complementary":[55],"items),":[56],"which":[57,97],"may":[58],"result":[59],"in":[60,194],"overly":[62],"convergent":[63],"understanding":[64],"short-term":[67,80],"can":[70],"be":[71],"detrimental":[72],"long-term":[75],"purchasing":[76],"experiences.":[77],"Moreover,":[78],"shows":[82],"uncertainty":[83,165],"is":[85],"affected":[86],"by":[87,146],"factors":[89],"such":[90],"as":[91],"context":[93],"historical":[95],"behaviors,":[96],"poses":[98],"challenges":[99],"modeling.":[103],"address":[105],"these":[106],"challenges,":[107],"we":[108],"propose":[109],"novel":[111],"model":[112],"called":[113],"Deep":[114],"Uncertainty":[115,155],"Intent":[116,125,139,154],"Network":[117],"(DUIN),":[118],"comprising":[119],"three":[120,172],"essential":[121],"modules:":[122],"i)":[123],"Explicit":[124],"Exploit":[126],"Module":[127,141,157],"extracting":[128],"explicit":[129],"using":[132],"contrastive":[134],"learning":[135],"paradigm;":[136],"ii)":[137],"Latent":[138],"Explore":[140],"exploring":[142],"latent":[143],"leveraging":[147],"multi-view":[149],"relationships":[150],"between":[151],"items;":[152],"iii)":[153],"Measurement":[156],"offering":[158],"distributional":[160],"estimation":[161],"capturing":[163],"associated":[166],"intent.":[169],"Experiments":[170],"real-world":[173],"datasets":[174],"demonstrate":[175],"superior":[177],"performance":[178],"DUIN":[180,186],"compared":[181],"existing":[183],"baselines.":[184],"Notably,":[185],"has":[187],"been":[188],"deployed":[189],"across":[190],"all":[191],"scenarios":[193],"our":[195],"platform,":[197],"online":[199],"A/B":[200],"testing":[201],"results":[202],"conclusively":[203],"validating":[204],"its":[205],"superiority.":[206]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}