{"id":"https://openalex.org/W4378465281","doi":"https://doi.org/10.1145/3616855.3635805","title":"Exploring Adapter-based Transfer Learning for Recommender Systems: Empirical Studies and Practical Insights","display_name":"Exploring Adapter-based Transfer Learning for Recommender Systems: Empirical Studies and Practical Insights","publication_year":2024,"publication_date":"2024-03-04","ids":{"openalex":"https://openalex.org/W4378465281","doi":"https://doi.org/10.1145/3616855.3635805"},"language":"en","primary_location":{"id":"doi:10.1145/3616855.3635805","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3616855.3635805","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3616855.3635805","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 17th ACM International Conference on Web Search and Data Mining","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3616855.3635805","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012498345","display_name":"Junchen Fu","orcid":"https://orcid.org/0000-0003-4759-2042"},"institutions":[{"id":"https://openalex.org/I3133055985","display_name":"Westlake University","ror":"https://ror.org/05hfa4n20","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133055985"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Junchen Fu","raw_affiliation_strings":["Westlake University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Westlake University, Hangzhou, China","institution_ids":["https://openalex.org/I3133055985"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081665927","display_name":"Fajie Yuan","orcid":"https://orcid.org/0000-0001-8452-9929"},"institutions":[{"id":"https://openalex.org/I3133055985","display_name":"Westlake University","ror":"https://ror.org/05hfa4n20","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133055985"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fajie Yuan","raw_affiliation_strings":["Westlake University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Westlake University, Hangzhou, China","institution_ids":["https://openalex.org/I3133055985"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109297155","display_name":"Yu Song","orcid":"https://orcid.org/0009-0008-0889-1289"},"institutions":[{"id":"https://openalex.org/I3133055985","display_name":"Westlake University","ror":"https://ror.org/05hfa4n20","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133055985"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Song","raw_affiliation_strings":["Westlake University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Westlake University, Hangzhou, China","institution_ids":["https://openalex.org/I3133055985"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100342742","display_name":"Zheng Yuan","orcid":"https://orcid.org/0009-0000-9231-2607"},"institutions":[{"id":"https://openalex.org/I3133055985","display_name":"Westlake University","ror":"https://ror.org/05hfa4n20","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133055985"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zheng Yuan","raw_affiliation_strings":["Westlake University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Westlake University, Hangzhou, China","institution_ids":["https://openalex.org/I3133055985"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054174049","display_name":"Mingyue Cheng","orcid":"https://orcid.org/0000-0001-9873-7681"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingyue Cheng","raw_affiliation_strings":["University of Science and Technology of China, Hefei, China"],"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076034475","display_name":"Shenghui Cheng","orcid":"https://orcid.org/0000-0002-3767-8371"},"institutions":[{"id":"https://openalex.org/I3133055985","display_name":"Westlake University","ror":"https://ror.org/05hfa4n20","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133055985"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shenghui Cheng","raw_affiliation_strings":["Westlake University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Westlake University, Hangzhou, China","institution_ids":["https://openalex.org/I3133055985"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108057754","display_name":"Jiaqi Zhang","orcid":"https://orcid.org/0009-0003-8317-2229"},"institutions":[{"id":"https://openalex.org/I3133055985","display_name":"Westlake University","ror":"https://ror.org/05hfa4n20","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133055985"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaqi Zhang","raw_affiliation_strings":["Westlake University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Westlake University, Hangzhou, China","institution_ids":["https://openalex.org/I3133055985"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100440215","display_name":"Jie Wang","orcid":"https://orcid.org/0009-0005-7117-8580"},"institutions":[{"id":"https://openalex.org/I3133055985","display_name":"Westlake University","ror":"https://ror.org/05hfa4n20","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133055985"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Wang","raw_affiliation_strings":["Westlake University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Westlake University, Hangzhou, China","institution_ids":["https://openalex.org/I3133055985"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091908048","display_name":"Yunzhu Pan","orcid":"https://orcid.org/0000-0001-5274-5205"},"institutions":[{"id":"https://openalex.org/I3133055985","display_name":"Westlake University","ror":"https://ror.org/05hfa4n20","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133055985"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunzhu Pan","raw_affiliation_strings":["Westlake University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Westlake University, Hangzhou, China","institution_ids":["https://openalex.org/I3133055985"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5012498345"],"corresponding_institution_ids":["https://openalex.org/I3133055985"],"apc_list":null,"apc_paid":null,"fwci":25.2521,"has_fulltext":true,"cited_by_count":32,"citation_normalized_percentile":{"value":0.99551676,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"208","last_page":"217"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9997000098228455,"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":0.9997000098228455,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10028","display_name":"Topic Modeling","score":0.9959999918937683,"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/adapter","display_name":"Adapter (computing)","score":0.9325540065765381},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8454952239990234},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.6811918020248413},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.623506486415863},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.6176862716674805},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4608440399169922},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.45413926243782043},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4172190725803375},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.08434489369392395}],"concepts":[{"id":"https://openalex.org/C177284502","wikidata":"https://www.wikidata.org/wiki/Q1005390","display_name":"Adapter (computing)","level":2,"score":0.9325540065765381},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8454952239990234},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.6811918020248413},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.623506486415863},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6176862716674805},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4608440399169922},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.45413926243782043},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4172190725803375},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.08434489369392395}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3616855.3635805","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3616855.3635805","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3616855.3635805","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 17th ACM International Conference on Web Search and Data Mining","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2305.15036","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2305.15036","pdf_url":"https://arxiv.org/pdf/2305.15036","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"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":"doi:10.1145/3616855.3635805","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3616855.3635805","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3616855.3635805","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 17th ACM International Conference on Web Search and Data Mining","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.75,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4378465281.pdf","grobid_xml":"https://content.openalex.org/works/W4378465281.grobid-xml"},"referenced_works_count":91,"referenced_works":["https://openalex.org/W193545200","https://openalex.org/W1502375784","https://openalex.org/W2027731328","https://openalex.org/W2118338035","https://openalex.org/W2605350416","https://openalex.org/W2743333519","https://openalex.org/W2809290718","https://openalex.org/W2896457183","https://openalex.org/W2937556626","https://openalex.org/W2963367478","https://openalex.org/W2964303773","https://openalex.org/W2965373594","https://openalex.org/W2984100107","https://openalex.org/W3034503922","https://openalex.org/W3034896171","https://openalex.org/W3081170586","https://openalex.org/W3090415328","https://openalex.org/W3093922720","https://openalex.org/W3094502228","https://openalex.org/W3098649723","https://openalex.org/W3099793224","https://openalex.org/W3101498587","https://openalex.org/W3123878450","https://openalex.org/W3138516171","https://openalex.org/W3154113533","https://openalex.org/W3155368131","https://openalex.org/W3156399324","https://openalex.org/W3162111400","https://openalex.org/W3166140588","https://openalex.org/W3166396011","https://openalex.org/W3168867926","https://openalex.org/W3175557894","https://openalex.org/W3175604467","https://openalex.org/W3179436402","https://openalex.org/W3192665785","https://openalex.org/W3195577433","https://openalex.org/W3209943551","https://openalex.org/W4205991051","https://openalex.org/W4221160246","https://openalex.org/W4226005601","https://openalex.org/W4226150044","https://openalex.org/W4280496682","https://openalex.org/W4280586754","https://openalex.org/W4280595799","https://openalex.org/W4281261856","https://openalex.org/W4282935136","https://openalex.org/W4283026930","https://openalex.org/W4283324387","https://openalex.org/W4284702156","https://openalex.org/W4287122891","https://openalex.org/W4287177748","https://openalex.org/W4290944002","https://openalex.org/W4290944574","https://openalex.org/W4290945693","https://openalex.org/W4292779060","https://openalex.org/W4292955513","https://openalex.org/W4297621329","https://openalex.org/W4297808394","https://openalex.org/W4297971002","https://openalex.org/W4312651322","https://openalex.org/W4312884055","https://openalex.org/W4313156423","https://openalex.org/W4321593910","https://openalex.org/W4360612299","https://openalex.org/W4361229539","https://openalex.org/W4365211555","https://openalex.org/W4367628410","https://openalex.org/W4376122599","https://openalex.org/W4377866047","https://openalex.org/W4379474328","https://openalex.org/W4382239917","https://openalex.org/W4384648324","https://openalex.org/W4385245566","https://openalex.org/W4385567113","https://openalex.org/W4385573610","https://openalex.org/W4386038389","https://openalex.org/W4386114032","https://openalex.org/W4386728933","https://openalex.org/W4386794928","https://openalex.org/W4387156972","https://openalex.org/W4387918013","https://openalex.org/W4388650984","https://openalex.org/W4388843535","https://openalex.org/W4389520443","https://openalex.org/W4394717830","https://openalex.org/W6600120041","https://openalex.org/W6600137863","https://openalex.org/W6600459194","https://openalex.org/W6600538214","https://openalex.org/W6600639816","https://openalex.org/W6601076540"],"related_works":["https://openalex.org/W2133028525","https://openalex.org/W4306381730","https://openalex.org/W4229060448","https://openalex.org/W2981692913","https://openalex.org/W3044188621","https://openalex.org/W3184035966","https://openalex.org/W2160602540","https://openalex.org/W2485605994","https://openalex.org/W4385571108","https://openalex.org/W4200251711"],"abstract_inverted_index":{"Adapters,":[0],"a":[1,13,69],"plug-in":[2],"neural":[3],"network":[4],"module":[5],"with":[6,79],"some":[7],"tunable":[8],"parameters,":[9],"have":[10],"emerged":[11],"as":[12],"parameter-efficient":[14,77],"transfer":[15],"learning":[16,37,74],"technique":[17],"for":[18,26],"adapting":[19],"pre-trained":[20],"models":[21,39],"to":[22],"downstream":[23],"tasks,":[24],"especially":[25],"natural":[27,70],"language":[28],"processing":[29],"(NLP)":[30],"and":[31,51,59],"computer":[32],"vision":[33],"(CV)":[34],"fields.":[35],"Meanwhile,":[36],"recommendation":[38],"directly":[40],"from":[41],"raw":[42],"item":[43],"modality":[44],"features":[45],"---":[46,55],"e.g.,":[47],"texts":[48],"of":[49,53,67],"NLP":[50],"images":[52],"CV":[54],"can":[56],"enable":[57],"effective":[58],"transferable":[60],"recommender":[61],"systems":[62],"(called":[63],"TransRec).":[64],"In":[65],"view":[66],"this,":[68],"question":[71],"arises:can":[72],"adapter-based":[73],"techniques":[75],"achieve":[76],"TransRec":[78],"good":[80],"performance?":[81]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":17},{"year":2024,"cited_by_count":14}],"updated_date":"2026-03-24T08:02:53.985720","created_date":"2023-05-27T00:00:00"}
