{"id":"https://openalex.org/W4394007749","doi":"https://doi.org/10.1145/3626772.3657829","title":"Sequential Recommendation for Optimizing Both Immediate Feedback and Long-term Retention","display_name":"Sequential Recommendation for Optimizing Both Immediate Feedback and Long-term Retention","publication_year":2024,"publication_date":"2024-07-10","ids":{"openalex":"https://openalex.org/W4394007749","doi":"https://doi.org/10.1145/3626772.3657829"},"language":"en","primary_location":{"id":"doi:10.1145/3626772.3657829","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3626772.3657829","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2404.03637","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5062737232","display_name":"Ziru Liu","orcid":"https://orcid.org/0000-0001-6654-2329"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Ziru Liu","raw_affiliation_strings":["City University of Hong Kong, Hong Kong, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0001-6654-2329","affiliations":[{"raw_affiliation_string":"City University of Hong Kong, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100600807","display_name":"Shuchang Liu","orcid":"https://orcid.org/0000-0002-1440-911X"},"institutions":[{"id":"https://openalex.org/I4401726859","display_name":"Kuaishou (China)","ror":"https://ror.org/0258as409","country_code":null,"type":"company","lineage":["https://openalex.org/I4401726859"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuchang Liu","raw_affiliation_strings":["Kuaishou Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-1440-911X","affiliations":[{"raw_affiliation_string":"Kuaishou Technology, Beijing, China","institution_ids":["https://openalex.org/I4401726859"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zijian Zhang","orcid":"https://orcid.org/0000-0003-1194-8334"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Zijian Zhang","raw_affiliation_strings":["City University of Hong Kong, Hong Kong, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0003-1194-8334","affiliations":[{"raw_affiliation_string":"City University of Hong Kong, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016589992","display_name":"Qingpeng Cai","orcid":"https://orcid.org/0000-0001-6451-9299"},"institutions":[{"id":"https://openalex.org/I4401726859","display_name":"Kuaishou (China)","ror":"https://ror.org/0258as409","country_code":null,"type":"company","lineage":["https://openalex.org/I4401726859"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingpeng Cai","raw_affiliation_strings":["Kuaishou Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-6451-9299","affiliations":[{"raw_affiliation_string":"Kuaishou Technology, Beijing, China","institution_ids":["https://openalex.org/I4401726859"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100645854","display_name":"Xiangyu Zhao","orcid":"https://orcid.org/0000-0003-2926-4416"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Xiangyu Zhao","raw_affiliation_strings":["City University of Hong Kong, Hong Kong, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0003-2926-4416","affiliations":[{"raw_affiliation_string":"City University of Hong Kong, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103327047","display_name":"Kesen Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Kesen Zhao","raw_affiliation_strings":["City University of Hong Kong, Hong Kong, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0002-7187-3381","affiliations":[{"raw_affiliation_string":"City University of Hong Kong, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001979415","display_name":"Lantao Hu","orcid":"https://orcid.org/0000-0003-0697-8985"},"institutions":[{"id":"https://openalex.org/I4401726859","display_name":"Kuaishou (China)","ror":"https://ror.org/0258as409","country_code":null,"type":"company","lineage":["https://openalex.org/I4401726859"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lantao Hu","raw_affiliation_strings":["Kuaishou Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-0697-8985","affiliations":[{"raw_affiliation_string":"Kuaishou Technology, Beijing, China","institution_ids":["https://openalex.org/I4401726859"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Peng Jiang","orcid":"https://orcid.org/0000-0002-9266-0780"},"institutions":[{"id":"https://openalex.org/I4401726859","display_name":"Kuaishou (China)","ror":"https://ror.org/0258as409","country_code":null,"type":"company","lineage":["https://openalex.org/I4401726859"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Jiang","raw_affiliation_strings":["Kuaishou Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-9266-0780","affiliations":[{"raw_affiliation_string":"Kuaishou Technology, Beijing, China","institution_ids":["https://openalex.org/I4401726859"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062939922","display_name":"Kun Gai","orcid":"https://orcid.org/0000-0002-3636-3618"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kun Gai","raw_affiliation_strings":["Unaffiliated, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-3636-3618","affiliations":[{"raw_affiliation_string":"Unaffiliated, Beijing, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":12.8844,"has_fulltext":true,"cited_by_count":19,"citation_normalized_percentile":{"value":0.99081584,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1872","last_page":"1882"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.3003999888896942,"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"}},"topics":[{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.3003999888896942,"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"}},{"id":"https://openalex.org/T11195","display_name":"Simulation Techniques and Applications","score":0.27619999647140503,"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"}},{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.2752000093460083,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.7451693415641785},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4493834376335144},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.09004154801368713}],"concepts":[{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.7451693415641785},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4493834376335144},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.09004154801368713},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3626772.3657829","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3626772.3657829","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2404.03637","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2404.03637","pdf_url":"https://arxiv.org/pdf/2404.03637","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2404.03637","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2404.03637","pdf_url":"https://arxiv.org/pdf/2404.03637","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"score":0.7300000190734863,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G7271486925","display_name":null,"funder_award_id":"9360163","funder_id":"https://openalex.org/F4320309893","funder_display_name":"City University of Hong Kong"},{"id":"https://openalex.org/G8226490486","display_name":null,"funder_award_id":"9360163","funder_id":"https://openalex.org/F4320334123","funder_display_name":"Hong Kong Institute for Data Science"}],"funders":[{"id":"https://openalex.org/F4320307285","display_name":"Impact Fund","ror":"https://ror.org/00jb20j87"},{"id":"https://openalex.org/F4320309893","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23"},{"id":"https://openalex.org/F4320319065","display_name":"Aromatic Plant Research Center","ror":"https://ror.org/05eebgw43"},{"id":"https://openalex.org/F4320326427","display_name":"Innovation and Technology Fund","ror":null},{"id":"https://openalex.org/F4320334123","display_name":"Hong Kong Institute for Data Science","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4394007749.pdf","grobid_xml":"https://content.openalex.org/works/W4394007749.grobid-xml"},"referenced_works_count":58,"referenced_works":["https://openalex.org/W1968563228","https://openalex.org/W2024390895","https://openalex.org/W2049655669","https://openalex.org/W2054141820","https://openalex.org/W2101105183","https://openalex.org/W2127480961","https://openalex.org/W2135263912","https://openalex.org/W2137063737","https://openalex.org/W2166237624","https://openalex.org/W2171279286","https://openalex.org/W2172968643","https://openalex.org/W2251324968","https://openalex.org/W2469952266","https://openalex.org/W2475334473","https://openalex.org/W2512965516","https://openalex.org/W2591560019","https://openalex.org/W2750004028","https://openalex.org/W2767807341","https://openalex.org/W2787933113","https://openalex.org/W2788295351","https://openalex.org/W2788728386","https://openalex.org/W2788953034","https://openalex.org/W2799544270","https://openalex.org/W2809290718","https://openalex.org/W2902572901","https://openalex.org/W2945488061","https://openalex.org/W2948345531","https://openalex.org/W2962989965","https://openalex.org/W2963367478","https://openalex.org/W2963619374","https://openalex.org/W2963842088","https://openalex.org/W2963877604","https://openalex.org/W2972956685","https://openalex.org/W2984100107","https://openalex.org/W3003416843","https://openalex.org/W3006456063","https://openalex.org/W3007094061","https://openalex.org/W3034853385","https://openalex.org/W3040094401","https://openalex.org/W3049342604","https://openalex.org/W3087931390","https://openalex.org/W3141797743","https://openalex.org/W3157410348","https://openalex.org/W3208231292","https://openalex.org/W4286750695","https://openalex.org/W4289488615","https://openalex.org/W4290827187","https://openalex.org/W4290927958","https://openalex.org/W4319653664","https://openalex.org/W4324312897","https://openalex.org/W4367047389","https://openalex.org/W4367310822","https://openalex.org/W4384655811","https://openalex.org/W4385270220","https://openalex.org/W4385792953","https://openalex.org/W4387846486","https://openalex.org/W4389893572","https://openalex.org/W6630221451"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W2478288626","https://openalex.org/W4391913857","https://openalex.org/W2350741829","https://openalex.org/W2530322880"],"abstract_inverted_index":{"In":[0],"Recommender":[1],"System":[2],"(RS)":[3],"applications,":[4],"reinforcement":[5],"learning":[6,31,161],"(RL)":[7],"has":[8],"recently":[9],"emerged":[10],"as":[11],"a":[12,51,71,90,129,143,159],"powerful":[13],"tool,":[14],"primarily":[15],"due":[16],"to":[17,78,88,119,146,203],"its":[18,138],"proficiency":[19],"in":[20,29,46,187],"optimizing":[21],"long-term":[22,98,112,195],"rewards.":[23],"Nevertheless,":[24],"it":[25],"suffers":[26],"from":[27,34],"instability":[28],"the":[30,35,57,82,121,125,150,164,170,180],"process,":[32],"stemming":[33],"intricate":[36,151],"interactions":[37],"among":[38],"bootstrapping,":[39],"off-policy":[40],"training,":[41],"and":[42,97,111,132,148,194],"function":[43],"approximation.":[44],"Moreover,":[45],"multi-reward":[47,105],"recommendation":[48,75,134],"scenarios,":[49],"designing":[50],"proper":[52],"reward":[53,126],"setting":[54],"that":[55,107],"reconciles":[56],"inner":[58],"dynamics":[59],"of":[60,84,124,182,189],"various":[61],"tasks":[62],"is":[63,200],"quite":[64],"intricate.":[65],"To":[66,136],"this":[67],"end,":[68],"we":[69,157],"propose":[70],"novel":[72],"decision":[73],"transformer-based":[74],"model,":[76],"DT4IER,":[77],"not":[79],"only":[80],"elevate":[81],"effectiveness":[83,181],"recommendations":[85],"but":[86],"also":[87],"achieve":[89],"harmonious":[91],"balance":[92],"between":[93],"immediate":[94,191],"user":[95,192],"engagement":[96,193],"retention.":[99,196],"The":[100,197],"DT4IER":[101,141,183],"applies":[102],"an":[103],"innovative":[104],"design":[106],"adeptly":[108],"balances":[109],"short":[110],"rewards":[113],"with":[114],"user-specific":[115],"attributes,":[116],"which":[117],"serve":[118],"enhance":[120,137],"contextual":[122],"richness":[123],"sequence,":[127],"ensuring":[128],"more":[130],"informed":[131],"personalized":[133],"process.":[135],"predictive":[139],"capabilities,":[140],"incorporates":[142],"high-dimensional":[144],"encoder":[145],"identify":[147],"leverage":[149],"interrelations":[152],"across":[153],"diverse":[154],"tasks.":[155],"Furthermore,":[156],"integrate":[158],"contrastive":[160],"approach":[162],"within":[163],"action":[165],"embedding":[166],"predictions,":[167],"significantly":[168],"boosting":[169],"model's":[171],"overall":[172],"performance.":[173],"Experiments":[174],"on":[175],"three":[176],"real-world":[177],"datasets":[178],"demonstrate":[179],"against":[184],"state-of-the-art":[185],"baselines":[186],"terms":[188],"both":[190],"source":[198],"code":[199],"accessible":[201],"online":[202],"facilitate":[204],"replication.":[205]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":15}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
