{"id":"https://openalex.org/W4409309596","doi":"https://doi.org/10.1145/3728359","title":"Federated Semantic Learning for Privacy-preserving Cross-domain Recommendation","display_name":"Federated Semantic Learning for Privacy-preserving Cross-domain Recommendation","publication_year":2025,"publication_date":"2025-04-08","ids":{"openalex":"https://openalex.org/W4409309596","doi":"https://doi.org/10.1145/3728359"},"language":"en","primary_location":{"id":"doi:10.1145/3728359","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3728359","pdf_url":null,"source":{"id":"https://openalex.org/S4394735545","display_name":"ACM Transactions on Information Systems","issn_l":"1046-8188","issn":["1046-8188","1558-2868"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Information Systems","raw_type":"journal-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/A5063283070","display_name":"Ziang Lu","orcid":"https://orcid.org/0009-0001-5878-5715"},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ziang Lu","raw_affiliation_strings":["Shandong Normal University, Jinan, China","Shandong Normal University, China"],"affiliations":[{"raw_affiliation_string":"Shandong Normal University, Jinan, China","institution_ids":["https://openalex.org/I28006308"]},{"raw_affiliation_string":"Shandong Normal University, China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075258958","display_name":"Lei Guo","orcid":"https://orcid.org/0000-0002-9408-7594"},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Guo","raw_affiliation_strings":["Shandong Normal University, Jinan, China","Shandong Normal University, China"],"affiliations":[{"raw_affiliation_string":"Shandong Normal University, Jinan, China","institution_ids":["https://openalex.org/I28006308"]},{"raw_affiliation_string":"Shandong Normal University, China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009070599","display_name":"Xu Yu","orcid":"https://orcid.org/0000-0003-4913-5734"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu Yu","raw_affiliation_strings":["China University of Petroleum (East China), Qingdao, China","China University of Petroleum (East China), China"],"affiliations":[{"raw_affiliation_string":"China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]},{"raw_affiliation_string":"China University of Petroleum (East China), China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068843001","display_name":"Zhiyong Cheng","orcid":"https://orcid.org/0000-0003-1109-5028"},"institutions":[{"id":"https://openalex.org/I16365422","display_name":"Hefei University of Technology","ror":"https://ror.org/02czkny70","country_code":"CN","type":"education","lineage":["https://openalex.org/I16365422"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiyong Cheng","raw_affiliation_strings":["Hefei University of Technology, Hefei, China","Hefei University of Technology, China"],"affiliations":[{"raw_affiliation_string":"Hefei University of Technology, Hefei, China","institution_ids":["https://openalex.org/I16365422"]},{"raw_affiliation_string":"Hefei University of Technology, China","institution_ids":["https://openalex.org/I16365422"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102924129","display_name":"Xiaohui Han","orcid":"https://orcid.org/0000-0002-5883-9218"},"institutions":[{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]},{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaohui Han","raw_affiliation_strings":["Qilu University of Technology (Shandong Academy of Sciences), Jinan, China and Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Jinan, China","Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Qilu University of Technology (Shandong Academy of Sciences), China"],"affiliations":[{"raw_affiliation_string":"Qilu University of Technology (Shandong Academy of Sciences), Jinan, China and Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Jinan, China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]},{"raw_affiliation_string":"Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Qilu University of Technology (Shandong Academy of Sciences), China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108048954","display_name":"Lei Zhu","orcid":"https://orcid.org/0000-0002-2993-7142"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Zhu","raw_affiliation_strings":["Tongji University, Shanghai, China","Tongji University, China"],"affiliations":[{"raw_affiliation_string":"Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]},{"raw_affiliation_string":"Tongji University, China","institution_ids":["https://openalex.org/I116953780"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5063283070"],"corresponding_institution_ids":["https://openalex.org/I28006308"],"apc_list":null,"apc_paid":null,"fwci":14.0589,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.98498856,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"43","issue":"4","first_page":"1","last_page":"27"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9994000196456909,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9994000196456909,"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":0.9993000030517578,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9381999969482422,"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/computer-science","display_name":"Computer science","score":0.6932855844497681},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5547302961349487},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.43529051542282104},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.4261263906955719},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.4151109457015991},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.053512006998062134}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6932855844497681},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5547302961349487},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.43529051542282104},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.4261263906955719},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.4151109457015991},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.053512006998062134},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3728359","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3728359","pdf_url":null,"source":{"id":"https://openalex.org/S4394735545","display_name":"ACM Transactions on Information Systems","issn_l":"1046-8188","issn":["1046-8188","1558-2868"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Information Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1362853403","display_name":null,"funder_award_id":"ZR2022MF257 and ZR2020YQ47","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G3869957924","display_name":null,"funder_award_id":"62372277","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation 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/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":58,"referenced_works":["https://openalex.org/W2194775991","https://openalex.org/W2744999500","https://openalex.org/W2945827670","https://openalex.org/W2963367478","https://openalex.org/W2984100107","https://openalex.org/W3033630125","https://openalex.org/W3045200674","https://openalex.org/W3065542300","https://openalex.org/W3100260481","https://openalex.org/W3100278010","https://openalex.org/W3116172555","https://openalex.org/W3139958517","https://openalex.org/W3187977559","https://openalex.org/W3193008388","https://openalex.org/W3199484676","https://openalex.org/W3214161899","https://openalex.org/W3215053434","https://openalex.org/W3217015614","https://openalex.org/W4220974940","https://openalex.org/W4221030341","https://openalex.org/W4223969322","https://openalex.org/W4229037384","https://openalex.org/W4285821772","https://openalex.org/W4286564606","https://openalex.org/W4290944002","https://openalex.org/W4296591843","https://openalex.org/W4306317237","https://openalex.org/W4311185032","https://openalex.org/W4315647008","https://openalex.org/W4361767918","https://openalex.org/W4367046711","https://openalex.org/W4367046880","https://openalex.org/W4367047145","https://openalex.org/W4379011842","https://openalex.org/W4382239956","https://openalex.org/W4382240164","https://openalex.org/W4384648324","https://openalex.org/W4384655737","https://openalex.org/W4385562487","https://openalex.org/W4386190240","https://openalex.org/W4386729835","https://openalex.org/W4387969596","https://openalex.org/W4390453876","https://openalex.org/W4391103882","https://openalex.org/W4391335174","https://openalex.org/W4391651520","https://openalex.org/W4392693774","https://openalex.org/W4393041761","https://openalex.org/W4394717688","https://openalex.org/W4395022722","https://openalex.org/W4396758730","https://openalex.org/W4396843844","https://openalex.org/W4400909962","https://openalex.org/W4403577838","https://openalex.org/W6668990524","https://openalex.org/W6738246595","https://openalex.org/W6739901393","https://openalex.org/W6743073161"],"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":{"In":[0],"the":[1,7,51,67,70,74,84,133,137,156,184,191,203,206],"evolving":[2],"landscape":[3],"of":[4,9,86,139,165,186,208],"recommender":[5],"systems,":[6],"challenge":[8],"effectively":[10],"conducting":[11],"privacy-preserving":[12],"Cross-domain":[13],"Recommendation,":[14],"especially":[15],"under":[16],"strict":[17],"non-overlapping":[18],"constraints,":[19],"has":[20,29],"emerged":[21],"as":[22,107],"a":[23,124,171,177],"key":[24],"focus.":[25],"Despite":[26],"extensive":[27,196],"research":[28],"made":[30],"significant":[31],"progress,":[32],"several":[33],"limitations":[34],"still":[35],"exist:":[36],"(1)":[37],"Previous":[38],"semantic-based":[39],"methods":[40],"fail":[41],"to":[42,91,135,161,182],"deeply":[43],"exploit":[44],"rich":[45,58],"textual":[46],"information,":[47],"since":[48],"they":[49],"quantize":[50],"text":[52],"into":[53],"codes,":[54],"losing":[55],"its":[56],"original":[57,121],"semantics.":[59],"(2)":[60],"The":[61],"current":[62],"solution":[63],"solely":[64],"relies":[65],"on":[66,132,155,198],"text-modality,":[68],"while":[69],"synergistic":[71],"effects":[72],"with":[73],"ID-modality":[75],"are":[76,180,219],"ignored.":[77],"(3)":[78],"Existing":[79],"studies":[80],"do":[81],"not":[82],"consider":[83],"impact":[85,185],"irrelevant":[87,187],"semantic":[88,93,102,117,126,140,188],"features,":[89],"leading":[90],"inaccurate":[92],"representation.":[94],"To":[95,144,167],"address":[96],"these":[97],"challenges,":[98],"we":[99,113,148],"introduce":[100],"federated":[101],"learning":[103],"and":[104,128,152,158,176,202],"devise":[105],"FFMSR":[106,210],"our":[108,209],"solution.":[109],"For":[110],"Limitation":[111,146,169],"1,":[112],"locally":[114],"learn":[115,162],"items\u2019":[116],"encodings":[118],"from":[119],"their":[120],"texts":[122],"by":[123],"multi-layer":[125],"encoder":[127],"then":[129],"cluster":[130],"them":[131,160],"server":[134],"facilitate":[136],"transfer":[138],"knowledge":[141],"between":[142],"domains.":[143],"tackle":[145],"2,":[147],"integrate":[149],"both":[150],"ID":[151],"Text":[153],"modalities":[154],"clients,":[157],"utilize":[159],"different":[163],"aspects":[164],"items.":[166],"handle":[168],"3,":[170],"Fast":[172],"Fourier":[173],"Transform-based":[174],"filter":[175],"gating":[178],"mechanism":[179],"developed":[181],"alleviate":[183],"information":[189],"in":[190],"local":[192],"model.":[193],"We":[194],"conduct":[195],"experiments":[197],"two":[199],"real-world":[200],"datasets,":[201],"results":[204],"demonstrate":[205],"superiority":[207],"method":[211],"over":[212],"other":[213],"SOTA":[214],"methods.":[215],"Our":[216],"source":[217],"codes":[218],"publicly":[220],"available":[221],"at":[222],"https://github.com/Sapphire-star/FFMSR":[223],".":[224]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":3}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
