{"id":"https://openalex.org/W4407116609","doi":"https://doi.org/10.1007/s13042-024-02516-6","title":"A comprehensive survey on GNN-based anomaly detection: taxonomy, methods, and the role of large language models","display_name":"A comprehensive survey on GNN-based anomaly detection: taxonomy, methods, and the role of large language models","publication_year":2025,"publication_date":"2025-02-04","ids":{"openalex":"https://openalex.org/W4407116609","doi":"https://doi.org/10.1007/s13042-024-02516-6"},"language":"en","primary_location":{"id":"doi:10.1007/s13042-024-02516-6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s13042-024-02516-6","pdf_url":null,"source":{"id":"https://openalex.org/S2764999920","display_name":"International Journal of Machine Learning and Cybernetics","issn_l":"1868-8071","issn":["1868-8071","1868-808X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Machine Learning and Cybernetics","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/A5101873778","display_name":"Ziqi Yuan","orcid":"https://orcid.org/0009-0008-9499-0338"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ziqi Yuan","raw_affiliation_strings":["School of Computer Science and Engineering, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018132697","display_name":"Qingyun Sun","orcid":"https://orcid.org/0000-0003-1930-3848"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingyun Sun","raw_affiliation_strings":["School of Computer Science and Engineering, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086419494","display_name":"Haoyi Zhou","orcid":"https://orcid.org/0000-0002-2393-3634"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haoyi Zhou","raw_affiliation_strings":["School of Software, Beihang University, Beijing, China","Zhongguancun Laboratory, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Software, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]},{"raw_affiliation_string":"Zhongguancun Laboratory, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101594410","display_name":"Minglai Shao","orcid":"https://orcid.org/0000-0003-1830-9797"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Minglai Shao","raw_affiliation_strings":["School of New Media and Communication, Tianjin University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"School of New Media and Communication, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044043709","display_name":"Xingcheng Fu","orcid":"https://orcid.org/0000-0002-4643-8126"},"institutions":[{"id":"https://openalex.org/I29739308","display_name":"Guangxi Normal University","ror":"https://ror.org/02frt9q65","country_code":"CN","type":"education","lineage":["https://openalex.org/I29739308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xingcheng Fu","raw_affiliation_strings":["Key Lab of Education Blockchain and Intelligent Technology, Ministry of Education, Guangxi Normal University, Guilin, China"],"affiliations":[{"raw_affiliation_string":"Key Lab of Education Blockchain and Intelligent Technology, Ministry of Education, Guangxi Normal University, Guilin, China","institution_ids":["https://openalex.org/I29739308"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101873778"],"corresponding_institution_ids":["https://openalex.org/I82880672"],"apc_list":{"value":2790,"currency":"EUR","value_usd":3590},"apc_paid":null,"fwci":10.7981,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.97597033,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"16","issue":"7-8","first_page":"4407","last_page":"4432"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9998999834060669,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9998999834060669,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T12127","display_name":"Software System Performance and Reliability","score":0.9957000017166138,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/taxonomy","display_name":"Taxonomy (biology)","score":0.688473105430603},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6122279167175293},{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.5994688868522644},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.5436649918556213},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4384228587150574},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4174090027809143},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3455858826637268},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.05642285943031311},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.053534895181655884}],"concepts":[{"id":"https://openalex.org/C58642233","wikidata":"https://www.wikidata.org/wiki/Q8269924","display_name":"Taxonomy (biology)","level":2,"score":0.688473105430603},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6122279167175293},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.5994688868522644},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.5436649918556213},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4384228587150574},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4174090027809143},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3455858826637268},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.05642285943031311},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.053534895181655884}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s13042-024-02516-6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s13042-024-02516-6","pdf_url":null,"source":{"id":"https://openalex.org/S2764999920","display_name":"International Journal of Machine Learning and Cybernetics","issn_l":"1868-8071","issn":["1868-8071","1868-808X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Machine Learning and Cybernetics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.7200000286102295,"display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G3368519372","display_name":null,"funder_award_id":"62302023","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":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":147,"referenced_works":["https://openalex.org/W1964043357","https://openalex.org/W1972340877","https://openalex.org/W2064675550","https://openalex.org/W2122646361","https://openalex.org/W2966841471","https://openalex.org/W2986944522","https://openalex.org/W3016757214","https://openalex.org/W3068123808","https://openalex.org/W3091193567","https://openalex.org/W3093823951","https://openalex.org/W3102969158","https://openalex.org/W3126525704","https://openalex.org/W3132426156","https://openalex.org/W3160068210","https://openalex.org/W3169450514","https://openalex.org/W3178367256","https://openalex.org/W3184232143","https://openalex.org/W3184778778","https://openalex.org/W3191802839","https://openalex.org/W3197057534","https://openalex.org/W3200560407","https://openalex.org/W3201740726","https://openalex.org/W3203166992","https://openalex.org/W3206326321","https://openalex.org/W3206604724","https://openalex.org/W3208881055","https://openalex.org/W3210137232","https://openalex.org/W3210313187","https://openalex.org/W3212931265","https://openalex.org/W3215189916","https://openalex.org/W4200629080","https://openalex.org/W4206503836","https://openalex.org/W4210334699","https://openalex.org/W4210746245","https://openalex.org/W4210800075","https://openalex.org/W4213224406","https://openalex.org/W4213246581","https://openalex.org/W4220721362","https://openalex.org/W4221095033","https://openalex.org/W4221145430","https://openalex.org/W4225163171","https://openalex.org/W4225271014","https://openalex.org/W4225512856","https://openalex.org/W4240710316","https://openalex.org/W4280545892","https://openalex.org/W4281478108","https://openalex.org/W4282982824","https://openalex.org/W4283701207","https://openalex.org/W4283713779","https://openalex.org/W4284688717","https://openalex.org/W4285600291","https://openalex.org/W4285612255","https://openalex.org/W4289533805","https://openalex.org/W4290943650","https://openalex.org/W4292156668","https://openalex.org/W4292968960","https://openalex.org/W4296437323","https://openalex.org/W4296780664","https://openalex.org/W4304820427","https://openalex.org/W4309326938","https://openalex.org/W4310125503","https://openalex.org/W4311764549","https://openalex.org/W4312702896","https://openalex.org/W4312933394","https://openalex.org/W4312953569","https://openalex.org/W4318811779","https://openalex.org/W4319873585","https://openalex.org/W4320002750","https://openalex.org/W4320713315","https://openalex.org/W4320728310","https://openalex.org/W4321485229","https://openalex.org/W4321488440","https://openalex.org/W4322706754","https://openalex.org/W4323343820","https://openalex.org/W4324298641","https://openalex.org/W4328028676","https://openalex.org/W4365795946","https://openalex.org/W4367046692","https://openalex.org/W4367047347","https://openalex.org/W4367146865","https://openalex.org/W4367397305","https://openalex.org/W4367672248","https://openalex.org/W4372259841","https://openalex.org/W4375798894","https://openalex.org/W4376480418","https://openalex.org/W4379382413","https://openalex.org/W4379927591","https://openalex.org/W4382239148","https://openalex.org/W4382244948","https://openalex.org/W4384789416","https://openalex.org/W4384832026","https://openalex.org/W4385009227","https://openalex.org/W4385562644","https://openalex.org/W4385621806","https://openalex.org/W4385767705","https://openalex.org/W4385768064","https://openalex.org/W4386010339","https://openalex.org/W4386150593","https://openalex.org/W4386798100","https://openalex.org/W4386798174","https://openalex.org/W4386806325","https://openalex.org/W4387489794","https://openalex.org/W4387623815","https://openalex.org/W4387846490","https://openalex.org/W4387885937","https://openalex.org/W4388099759","https://openalex.org/W4388210537","https://openalex.org/W4388483447","https://openalex.org/W4389365326","https://openalex.org/W4391094158","https://openalex.org/W4391302910","https://openalex.org/W4391528871","https://openalex.org/W4391549727","https://openalex.org/W4391558097","https://openalex.org/W4391583911","https://openalex.org/W4391957172","https://openalex.org/W4392305699","https://openalex.org/W4392349200","https://openalex.org/W4392367398","https://openalex.org/W4392850219","https://openalex.org/W4393085118","https://openalex.org/W4393147025","https://openalex.org/W4393147534","https://openalex.org/W4393148023","https://openalex.org/W4393150251","https://openalex.org/W4393156085","https://openalex.org/W4393159601","https://openalex.org/W4393277515","https://openalex.org/W4393940451","https://openalex.org/W4394625946","https://openalex.org/W4395097571","https://openalex.org/W4396735838","https://openalex.org/W4396753515","https://openalex.org/W4396758721","https://openalex.org/W4396759419","https://openalex.org/W4396843981","https://openalex.org/W4398183551","https://openalex.org/W4399121544","https://openalex.org/W4399307557","https://openalex.org/W4400237724","https://openalex.org/W4401024606","https://openalex.org/W4401043427","https://openalex.org/W4401863527","https://openalex.org/W4402699695","https://openalex.org/W4402753378","https://openalex.org/W4402800592","https://openalex.org/W4407832144"],"related_works":["https://openalex.org/W2105642232","https://openalex.org/W3207332793","https://openalex.org/W3197833032","https://openalex.org/W4386081464","https://openalex.org/W2736674626","https://openalex.org/W2499612753","https://openalex.org/W2973875853","https://openalex.org/W3113278055","https://openalex.org/W2750709484","https://openalex.org/W4296474495"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3}],"updated_date":"2025-12-21T23:12:01.093139","created_date":"2025-10-10T00:00:00"}