{"id":"https://openalex.org/W4313270767","doi":"https://doi.org/10.1109/tcss.2022.3230987","title":"Feature-Contrastive Graph Federated Learning: Responsible AI in Graph Information Analysis","display_name":"Feature-Contrastive Graph Federated Learning: Responsible AI in Graph Information Analysis","publication_year":2022,"publication_date":"2022-12-29","ids":{"openalex":"https://openalex.org/W4313270767","doi":"https://doi.org/10.1109/tcss.2022.3230987"},"language":"en","primary_location":{"id":"doi:10.1109/tcss.2022.3230987","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2022.3230987","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computational Social 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/A5045503301","display_name":"Xingjie Zeng","orcid":"https://orcid.org/0000-0003-4371-0953"},"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":true,"raw_author_name":"Xingjie Zeng","raw_affiliation_strings":["Department of College of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0003-4371-0953","affiliations":[{"raw_affiliation_string":"Department of College of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100730701","display_name":"Tao Zhou","orcid":"https://orcid.org/0000-0002-5682-598X"},"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":"Tao Zhou","raw_affiliation_strings":["Department of College of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of College of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047930003","display_name":"Zhicheng Bao","orcid":null},"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":"Zhicheng Bao","raw_affiliation_strings":["Department of College of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0003-2692-6752","affiliations":[{"raw_affiliation_string":"Department of College of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028125653","display_name":"Hongwei Zhao","orcid":"https://orcid.org/0000-0001-5235-0748"},"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":"Hongwei Zhao","raw_affiliation_strings":["Department of College of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0001-5235-0748","affiliations":[{"raw_affiliation_string":"Department of College of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101817115","display_name":"Leiming Chen","orcid":"https://orcid.org/0000-0002-7701-6313"},"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":"Leiming Chen","raw_affiliation_strings":["Department of College of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of College of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112719601","display_name":"Xiao Wang","orcid":"https://orcid.org/0000-0002-0008-0659"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210094879","display_name":"Shandong Institute of Automation","ror":"https://ror.org/00qdtba35","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094879","https://openalex.org/I4210142748"]},{"id":"https://openalex.org/I4210112270","display_name":"Qingdao Academy of Intelligent Industries","ror":"https://ror.org/02a0rnh86","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210112270"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao Wang","raw_affiliation_strings":["School of Artificial Intelligence, Anhui University, Hefei, China","Qingdao Academy of Intelligent Industries, Qingdao, China","State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-0008-0659","affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]},{"raw_affiliation_string":"Qingdao Academy of Intelligent Industries, Qingdao, China","institution_ids":["https://openalex.org/I4210112270"]},{"raw_affiliation_string":"State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210094879","https://openalex.org/I19820366"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113600509","display_name":"Fei\u2010Yue Wang","orcid":"https://orcid.org/0000-0001-9185-3989"},"institutions":[{"id":"https://openalex.org/I4210094879","display_name":"Shandong Institute of Automation","ror":"https://ror.org/00qdtba35","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094879","https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feiyue Wang","raw_affiliation_strings":["Institute of Automation, China Academy of Science, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-9185-3989","affiliations":[{"raw_affiliation_string":"Institute of Automation, China Academy of Science, Beijing, China","institution_ids":["https://openalex.org/I4210094879"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5045503301"],"corresponding_institution_ids":["https://openalex.org/I4210162190"],"apc_list":null,"apc_paid":null,"fwci":2.6359,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.91338118,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"10","issue":"6","first_page":"2938","last_page":"2948"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9901000261306763,"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":0.9613000154495239,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7995673418045044},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5843406319618225},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5170798301696777},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.4967368245124817},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48258936405181885},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3225230872631073},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.31405341625213623}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7995673418045044},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5843406319618225},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5170798301696777},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.4967368245124817},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48258936405181885},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3225230872631073},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.31405341625213623},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcss.2022.3230987","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2022.3230987","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computational Social Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4177915453","display_name":null,"funder_award_id":"62072469","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"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W2095705004","https://openalex.org/W2899457523","https://openalex.org/W2945827670","https://openalex.org/W2962711740","https://openalex.org/W2964015378","https://openalex.org/W2996999545","https://openalex.org/W2999331643","https://openalex.org/W3006017224","https://openalex.org/W3012562343","https://openalex.org/W3013732669","https://openalex.org/W3047304572","https://openalex.org/W3086809868","https://openalex.org/W3100278010","https://openalex.org/W3101131029","https://openalex.org/W3101707147","https://openalex.org/W3109723249","https://openalex.org/W3110901318","https://openalex.org/W3123743074","https://openalex.org/W3126441351","https://openalex.org/W3132522414","https://openalex.org/W3154667344","https://openalex.org/W3156994078","https://openalex.org/W3158058297","https://openalex.org/W3165863275","https://openalex.org/W3168256142","https://openalex.org/W3168892917","https://openalex.org/W3174022889","https://openalex.org/W3178875373","https://openalex.org/W3182158470","https://openalex.org/W3212512279","https://openalex.org/W4221148881","https://openalex.org/W4288075785","https://openalex.org/W4290875407","https://openalex.org/W4290945652","https://openalex.org/W4297733535","https://openalex.org/W6674330103","https://openalex.org/W6726873649","https://openalex.org/W6728757088","https://openalex.org/W6752600739","https://openalex.org/W6754929296","https://openalex.org/W6756840679","https://openalex.org/W6759238902","https://openalex.org/W6763048141","https://openalex.org/W6772307254","https://openalex.org/W6772643563","https://openalex.org/W6773817997","https://openalex.org/W6779308105","https://openalex.org/W6794274047","https://openalex.org/W6795843344","https://openalex.org/W6796149743","https://openalex.org/W6797309228","https://openalex.org/W6810345027"],"related_works":["https://openalex.org/W2357124094","https://openalex.org/W2387399993","https://openalex.org/W2389739210","https://openalex.org/W2348924972","https://openalex.org/W2365736347","https://openalex.org/W2047454415","https://openalex.org/W2070040999","https://openalex.org/W2387293848","https://openalex.org/W2250140200","https://openalex.org/W3121791438"],"abstract_inverted_index":{"Federated":[0],"learning":[1,17,64,73,85,97,102,129],"enables":[2],"multiple":[3],"clients":[4,34],"to":[5,66,87,103],"learn":[6],"a":[7,58,94],"general":[8],"model":[9],"without":[10],"sharing":[11],"local":[12],"data,":[13],"and":[14,23,40,116,131,146,158],"the":[15,30,36,68,71,105,138,147],"federated":[16,62,72,96,109,128,132],"system":[18,37,74],"also":[19,136],"improves":[20],"information":[21],"security":[22],"advances":[24],"responsible":[25],"artificial":[26],"intelligence":[27],"(AI).":[28],"However,":[29],"data":[31,53],"of":[32,70,140],"different":[33],"in":[35,46,75,108,113,143],"are":[38],"non-independently":[39],"identically":[41],"distributed":[42],"(IID),":[43],"which":[44],"results":[45,148],"weight":[47,106,151],"divergence,":[48],"especially":[49],"for":[50,83,155],"complex":[51],"graph":[52,61,76,89,95,117],"extraction.":[54],"This":[55],"article":[56],"proposes":[57],"novel":[59],"feature-contrastive":[60],"(FcgFed)":[63],"approach":[65],"improve":[67],"robustness":[69],"data.":[77],"First,":[78],"we":[79,92],"design":[80],"an":[81],"architecture":[82],"FcgFed":[84],"systems":[86],"analyze":[88],"information.":[90],"Furthermore,":[91],"present":[93],"method":[98,122,142],"based":[99],"on":[100],"contrastive":[101],"alleviate":[104],"divergence":[107],"learning.":[110],"The":[111],"experiments":[112],"node":[114],"classification":[115,118],"demonstrate":[119,149],"that":[120,150],"our":[121,141],"achieves":[123],"better":[124],"performance":[125],"than":[126],"model-contrastive":[127],"(MOON)":[130],"average":[133],"(FedAvg).":[134],"We":[135],"test":[137],"adaptability":[139],"image":[144],"classification,":[145],"similarity":[152],"evaluation":[153],"works":[154],"other":[156],"frameworks":[157],"tasks.":[159]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}