{"id":"https://openalex.org/W4416016545","doi":"https://doi.org/10.1145/3746252.3761347","title":"Linking Ordered and Orderless Modeling for Sequential Recommendation","display_name":"Linking Ordered and Orderless Modeling for Sequential Recommendation","publication_year":2025,"publication_date":"2025-11-08","ids":{"openalex":"https://openalex.org/W4416016545","doi":"https://doi.org/10.1145/3746252.3761347"},"language":null,"primary_location":{"id":"doi:10.1145/3746252.3761347","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3746252.3761347","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 34th 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/A5056434437","display_name":"Sijia Li","orcid":"https://orcid.org/0009-0008-2656-1937"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Sijia Li","raw_affiliation_strings":["Chongqing University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002210013","display_name":"Min Gao","orcid":"https://orcid.org/0000-0003-0127-7477"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Min Gao","raw_affiliation_strings":["Chongqing University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043190968","display_name":"Zongwei Wang","orcid":"https://orcid.org/0000-0002-9774-4596"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zongwei Wang","raw_affiliation_strings":["Chongqing University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100779889","display_name":"Yu Bai","orcid":"https://orcid.org/0000-0003-1087-5751"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yibing Bai","raw_affiliation_strings":["Chongqing University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019325637","display_name":"W. F. Chen","orcid":"https://orcid.org/0009-0002-0152-4298"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wuhan Chen","raw_affiliation_strings":["Chongqing University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5056434437"],"corresponding_institution_ids":["https://openalex.org/I158842170"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.46307929,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1654","last_page":"1664"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9573000073432922,"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":0.9573000073432922,"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/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.009999999776482582,"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/T10667","display_name":"Emotion and Mood Recognition","score":0.00279999990016222,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/loom","display_name":"LOOM","score":0.7601000070571899},{"id":"https://openalex.org/keywords/weighting","display_name":"Weighting","score":0.651199996471405},{"id":"https://openalex.org/keywords/filter","display_name":"Filter (signal processing)","score":0.552299976348877},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.4350999891757965},{"id":"https://openalex.org/keywords/dynamics","display_name":"Dynamics (music)","score":0.3549000024795532},{"id":"https://openalex.org/keywords/sequential-analysis","display_name":"Sequential analysis","score":0.3070000112056732}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7940000295639038},{"id":"https://openalex.org/C2778584943","wikidata":"https://www.wikidata.org/wiki/Q6459541","display_name":"LOOM","level":2,"score":0.7601000070571899},{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.651199996471405},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.552299976348877},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.48100000619888306},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48010000586509705},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.4350999891757965},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4052000045776367},{"id":"https://openalex.org/C145912823","wikidata":"https://www.wikidata.org/wiki/Q113558","display_name":"Dynamics (music)","level":2,"score":0.3549000024795532},{"id":"https://openalex.org/C80478641","wikidata":"https://www.wikidata.org/wiki/Q195771","display_name":"Sequential analysis","level":2,"score":0.3070000112056732},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.30149999260902405},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.2782999873161316},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.27489998936653137},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.2736999988555908},{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.2628999948501587},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.25200000405311584}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3746252.3761347","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3746252.3761347","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 34th ACM International Conference on Information and Knowledge Management","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4787383871","display_name":null,"funder_award_id":"62176028","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5897968944","display_name":null,"funder_award_id":"2024YFC3014900","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W2010138343","https://openalex.org/W2027731328","https://openalex.org/W2140942692","https://openalex.org/W2157364932","https://openalex.org/W2171279286","https://openalex.org/W2512971201","https://openalex.org/W2764159532","https://openalex.org/W2783272285","https://openalex.org/W2789084759","https://openalex.org/W2899457523","https://openalex.org/W2928547176","https://openalex.org/W2984100107","https://openalex.org/W3045200674","https://openalex.org/W3088257568","https://openalex.org/W3094605801","https://openalex.org/W3105472188","https://openalex.org/W3178835722","https://openalex.org/W3190794503","https://openalex.org/W4220897279","https://openalex.org/W4224316819","https://openalex.org/W4284666445","https://openalex.org/W4323338627","https://openalex.org/W4324311885","https://openalex.org/W4353115442","https://openalex.org/W4367046739","https://openalex.org/W4376122444","https://openalex.org/W4384641232","https://openalex.org/W4385562552","https://openalex.org/W4392384832","https://openalex.org/W4392903931","https://openalex.org/W4393153621","https://openalex.org/W4393153637","https://openalex.org/W4400526084","https://openalex.org/W4400581058","https://openalex.org/W4401857325","https://openalex.org/W4401863487","https://openalex.org/W4403577464","https://openalex.org/W4407953118","https://openalex.org/W4408441365","https://openalex.org/W4409365918","https://openalex.org/W4412378248"],"related_works":[],"abstract_inverted_index":{"Sequential":[0],"recommendation":[1],"is":[2,74,128],"pivotal":[3],"to":[4,32,96],"personalized":[5],"services":[6],"by":[7],"modeling":[8,105],"the":[9],"temporal":[10,104],"dynamics":[11],"of":[12],"user":[13,28],"behavior.":[14],"However,":[15],"existing":[16],"methods":[17],"often":[18],"rely":[19],"on":[20,113],"abundant":[21],"interactions,":[22],"making":[23],"it":[24],"unreliable":[25],"under":[26],"sparse":[27],"interactions.":[29],"Recent":[30],"attempts":[31],"integrate":[33],"sequential":[34,71,77,119],"signals":[35],"with":[36,90],"orderless":[37,84,110],"structural":[38],"cues":[39],"(e.g.,":[40],"global":[41],"co-occurrence)":[42],"help":[43],"alleviate":[44],"this":[45],"issue":[46],"but":[47],"typically":[48],"adopt":[49],"tight":[50],"fusion,":[51],"which":[52],"can":[53],"dilute":[54],"order-aware":[55],"signals.":[56],"To":[57],"address":[58],"this,":[59],"we":[60],"propose":[61],"LOOM":[62,73,123],"(Loosely-Coupled":[63],"Ordered-Orderless":[64],"Modeling),":[65],"a":[66,81],"structure-agnostic":[67],"guidance":[68],"module":[69],"for":[70],"recommenders.":[72],"sequence-first:":[75],"The":[76],"backbone":[78],"acts":[79],"as":[80],"teacher,":[82],"guiding":[83],"carriers":[85],"via":[86],"one-way":[87],"KL":[88],"divergence,":[89],"recency-aware":[91],"weighting":[92],"and":[93,117],"confidence-modulated":[94],"strength":[95],"filter":[97],"stale":[98],"or":[99],"uncertain":[100],"relations.":[101],"This":[102],"preserves":[103],"while":[106],"selectively":[107],"incorporating":[108],"complementary":[109],"knowledge.":[111],"Experiments":[112],"four":[114],"public":[115],"datasets":[116],"various":[118],"architectures":[120],"show":[121],"that":[122],"outperforms":[124],"state-of-the-art":[125],"methods.":[126],"Code":[127],"available":[129],"at":[130],"https://github.com/cqu-jia/LOOM.":[131]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-11-08T00:00:00"}