{"id":"https://openalex.org/W4414034807","doi":"https://doi.org/10.1145/3705328.3748044","title":"Enhancing Transferability and Consistency in Cross-Domain Recommendations via Supervised Disentanglement","display_name":"Enhancing Transferability and Consistency in Cross-Domain Recommendations via Supervised Disentanglement","publication_year":2025,"publication_date":"2025-09-06","ids":{"openalex":"https://openalex.org/W4414034807","doi":"https://doi.org/10.1145/3705328.3748044"},"language":"en","primary_location":{"id":"doi:10.1145/3705328.3748044","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3705328.3748044","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3705328.3748044","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Nineteenth ACM Conference on Recommender Systems","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/10.1145/3705328.3748044","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5086145695","display_name":"Yuhan Wang","orcid":"https://orcid.org/0000-0003-1526-276X"},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]},{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuhan Wang","raw_affiliation_strings":["Wuhan University of Technology, Wuhan, China and Engineering Research Center of Intelligent Service Technology for Digital Publishing, Ministry of Education, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0003-1526-276X","affiliations":[{"raw_affiliation_string":"Wuhan University of Technology, Wuhan, China and Engineering Research Center of Intelligent Service Technology for Digital Publishing, Ministry of Education, Wuhan, China","institution_ids":["https://openalex.org/I196699116","https://openalex.org/I43922553"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013657140","display_name":"Qing Xie","orcid":"https://orcid.org/0000-0003-4530-588X"},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]},{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qing Xie","raw_affiliation_strings":["Wuhan University of Technology, Wuhan, China and Engineering Research Center of Intelligent Service Technology for Digital Publishing, Ministry of Education, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0003-4530-588X","affiliations":[{"raw_affiliation_string":"Wuhan University of Technology, Wuhan, China and Engineering Research Center of Intelligent Service Technology for Digital Publishing, Ministry of Education, Wuhan, China","institution_ids":["https://openalex.org/I196699116","https://openalex.org/I43922553"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080660416","display_name":"Zhifeng Bao","orcid":"https://orcid.org/0000-0003-2477-381X"},"institutions":[{"id":"https://openalex.org/I82951845","display_name":"RMIT University","ror":"https://ror.org/04ttjf776","country_code":"AU","type":"education","lineage":["https://openalex.org/I82951845"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Zhifeng Bao","raw_affiliation_strings":["School of Computing Technologies, RMIT University, Melbourne, Australia"],"raw_orcid":"https://orcid.org/0000-0003-2477-381X","affiliations":[{"raw_affiliation_string":"School of Computing Technologies, RMIT University, Melbourne, Australia","institution_ids":["https://openalex.org/I82951845"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063081443","display_name":"Mengzi Tang","orcid":"https://orcid.org/0000-0001-5611-673X"},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]},{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mengzi Tang","raw_affiliation_strings":["Wuhan University of Technology, Wuhan, China and Engineering Research Center of Intelligent Service Technology for Digital Publishing, Ministry of Education, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0001-5611-673X","affiliations":[{"raw_affiliation_string":"Wuhan University of Technology, Wuhan, China and Engineering Research Center of Intelligent Service Technology for Digital Publishing, Ministry of Education, Wuhan, China","institution_ids":["https://openalex.org/I196699116","https://openalex.org/I43922553"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100412815","display_name":"Lin Li","orcid":"https://orcid.org/0000-0001-7553-6916"},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]},{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Li","raw_affiliation_strings":["Wuhan University of Technology, Wuhan, China and Engineering Research Center of Intelligent Service Technology for Digital Publishing, Ministry of Education, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0001-7553-6916","affiliations":[{"raw_affiliation_string":"Wuhan University of Technology, Wuhan, China and Engineering Research Center of Intelligent Service Technology for Digital Publishing, Ministry of Education, Wuhan, China","institution_ids":["https://openalex.org/I196699116","https://openalex.org/I43922553"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100782768","display_name":"Yongjian Liu","orcid":"https://orcid.org/0009-0005-8388-6736"},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]},{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongjian Liu","raw_affiliation_strings":["Wuhan University of Technology, Wuhan, China and Engineering Research Center of Intelligent Service Technology for Digital Publishing, Ministry of Education, Wuhan, China"],"raw_orcid":"https://orcid.org/0009-0005-8388-6736","affiliations":[{"raw_affiliation_string":"Wuhan University of Technology, Wuhan, China and Engineering Research Center of Intelligent Service Technology for Digital Publishing, Ministry of Education, Wuhan, China","institution_ids":["https://openalex.org/I196699116","https://openalex.org/I43922553"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5086145695"],"corresponding_institution_ids":["https://openalex.org/I196699116","https://openalex.org/I43922553"],"apc_list":null,"apc_paid":null,"fwci":2.9051,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.92728926,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"104","last_page":"113"},"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/T10028","display_name":"Topic Modeling","score":0.989799976348877,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.9868999719619751,"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/transferability","display_name":"Transferability","score":0.9266750812530518},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.7129277586936951},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6612942814826965},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4816626310348511},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.19027474522590637},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.18513339757919312},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1446177363395691}],"concepts":[{"id":"https://openalex.org/C61272859","wikidata":"https://www.wikidata.org/wiki/Q7834031","display_name":"Transferability","level":3,"score":0.9266750812530518},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.7129277586936951},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6612942814826965},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4816626310348511},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.19027474522590637},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.18513339757919312},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1446177363395691},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C140331021","wikidata":"https://www.wikidata.org/wiki/Q1868104","display_name":"Logit","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3705328.3748044","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3705328.3748044","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3705328.3748044","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Nineteenth ACM Conference on Recommender Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2507.17112","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2507.17112","pdf_url":"https://arxiv.org/pdf/2507.17112","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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:10.1145/3705328.3748044","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3705328.3748044","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3705328.3748044","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Nineteenth ACM Conference on Recommender Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5093608303","display_name":null,"funder_award_id":"62276196","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320318846","display_name":"Yuhan","ror":"https://ror.org/00bv1jr75"},{"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":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4414034807.pdf","grobid_xml":"https://content.openalex.org/works/W4414034807.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W2740605635","https://openalex.org/W2963506530","https://openalex.org/W2987219395","https://openalex.org/W2987679642","https://openalex.org/W3034303964","https://openalex.org/W3044311607","https://openalex.org/W3045200674","https://openalex.org/W3088444111","https://openalex.org/W3094484861","https://openalex.org/W3100324210","https://openalex.org/W3155450594","https://openalex.org/W3173241699","https://openalex.org/W3176726917","https://openalex.org/W3190386329","https://openalex.org/W3199751003","https://openalex.org/W3208227120","https://openalex.org/W3209185641","https://openalex.org/W3209610025","https://openalex.org/W4220909642","https://openalex.org/W4224326485","https://openalex.org/W4226072877","https://openalex.org/W4284679479","https://openalex.org/W4312805760","https://openalex.org/W4315977496","https://openalex.org/W4365794906","https://openalex.org/W4385270524","https://openalex.org/W4385327749","https://openalex.org/W4385774925","https://openalex.org/W4392078504","https://openalex.org/W4393153319","https://openalex.org/W4394717721","https://openalex.org/W4400188660","https://openalex.org/W4400524768","https://openalex.org/W4401863295","https://openalex.org/W4412394805"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4399895933","https://openalex.org/W2161221533","https://openalex.org/W4229699405","https://openalex.org/W1666484574","https://openalex.org/W2216382288","https://openalex.org/W2355491300","https://openalex.org/W4234629551"],"abstract_inverted_index":{"Cross-domain":[0],"recommendation":[1],"(CDR)":[2],"aims":[3],"to":[4,20,100],"alleviate":[5],"the":[6,128],"data":[7],"sparsity":[8],"by":[9,25],"transferring":[10],"knowledge":[11],"across":[12],"domains.Disentangled":[13],"representation":[14],"learning":[15],"provides":[16],"an":[17],"effective":[18],"solution":[19],"model":[21],"complex":[22],"user":[23],"preferences":[24],"separating":[26],"intra-domain":[27,63],"features":[28,57,118],"(domainshared":[29],"and":[30,36,65,80,121],"domain-specific":[31],"features),":[32],"thereby":[33],"enhancing":[34],"robustness":[35],"interpretability.However,":[37],"disentanglement-based":[38],"CDR":[39],"methods":[40],"employing":[41],"generative":[42],"modeling":[43],"or":[44],"GNNs":[45],"with":[46],"contrastive":[47],"objectives":[48,71],"face":[49],"two":[50],"key":[51],"challenges:":[52],"(i)":[53],"pre-separation":[54],"strategies":[55],"decouple":[56],"before":[58],"extracting":[59],"collaborative":[60,103,125],"signals,":[61,104],"disrupting":[62],"interactions":[64],"introducing":[66],"noise;":[67],"(ii)":[68],"unsupervised":[69],"disentanglement":[70],"lack":[72],"explicit":[73],"task-specific":[74],"guidance,":[75],"resulting":[76],"in":[77],"limited":[78],"consistency":[79],"suboptimal":[81],"alignment.To":[82],"address":[83],"these":[84],"challenges,":[85],"we":[86],"propose":[87],"DGCDR,":[88],"a":[89,109],"GNN-enhanced":[90],"encoder-decoder":[91],"framework.To":[92],"handle":[93,131],"challenge":[94,132],"(i),":[95],"DGCDR":[96],"first":[97],"applies":[98],"GNN":[99],"extract":[101],"high-order":[102],"providing":[105],"enriched":[106],"representations":[107],"as":[108],"robust":[110],"foundation":[111],"for":[112],"disentanglement.The":[113],"encoder":[114],"then":[115],"dynamically":[116],"disentangles":[117],"into":[119],"domain-shared":[120],"-specific":[122],"spaces,":[123],"preserving":[124],"information":[126],"during":[127],"separation":[129],"process.To":[130],"(ii),":[133]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
