{"id":"https://openalex.org/W3111440465","doi":"https://doi.org/10.1145/3495161","title":"Graph Neural Networks: Taxonomy, Advances, and Trends","display_name":"Graph Neural Networks: Taxonomy, Advances, and Trends","publication_year":2022,"publication_date":"2022-01-10","ids":{"openalex":"https://openalex.org/W3111440465","doi":"https://doi.org/10.1145/3495161","mag":"3111440465"},"language":"en","primary_location":{"id":"doi:10.1145/3495161","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3495161","pdf_url":null,"source":{"id":"https://openalex.org/S2492086750","display_name":"ACM Transactions on Intelligent Systems and Technology","issn_l":"2157-6904","issn":["2157-6904","2157-6912"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Intelligent Systems and Technology","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2012.08752","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018062280","display_name":"Yu Zhou","orcid":"https://orcid.org/0000-0002-0304-0863"},"institutions":[{"id":"https://openalex.org/I9086337","display_name":"Taiyuan University of Technology","ror":"https://ror.org/03kv08d37","country_code":"CN","type":"education","lineage":["https://openalex.org/I9086337"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Zhou","raw_affiliation_strings":["College of Data Science/Shanxi Spatial Information Network Engineering Technology Research Center, Taiyuan University of Technology, Taiyuan, Shanxi, China"],"raw_orcid":"https://orcid.org/0000-0002-0304-0863","affiliations":[{"raw_affiliation_string":"College of Data Science/Shanxi Spatial Information Network Engineering Technology Research Center, Taiyuan University of Technology, Taiyuan, Shanxi, China","institution_ids":["https://openalex.org/I9086337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010963447","display_name":"Haixia Zheng","orcid":"https://orcid.org/0000-0002-4198-3707"},"institutions":[{"id":"https://openalex.org/I9086337","display_name":"Taiyuan University of Technology","ror":"https://ror.org/03kv08d37","country_code":"CN","type":"education","lineage":["https://openalex.org/I9086337"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haixia Zheng","raw_affiliation_strings":["College of Data Science/Shanxi Spatial Information Network Engineering Technology Research Center, Taiyuan University of Technology, Taiyuan, Shanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Data Science/Shanxi Spatial Information Network Engineering Technology Research Center, Taiyuan University of Technology, Taiyuan, Shanxi, China","institution_ids":["https://openalex.org/I9086337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047677335","display_name":"Xin Huang","orcid":"https://orcid.org/0000-0001-7113-5066"},"institutions":[{"id":"https://openalex.org/I9086337","display_name":"Taiyuan University of Technology","ror":"https://ror.org/03kv08d37","country_code":"CN","type":"education","lineage":["https://openalex.org/I9086337"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Huang","raw_affiliation_strings":["College of Data Science, Taiyuan University of Technology, Taiyuan, Shanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Data Science, Taiyuan University of Technology, Taiyuan, Shanxi, China","institution_ids":["https://openalex.org/I9086337"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Shufeng Hao","orcid":null},"institutions":[{"id":"https://openalex.org/I9086337","display_name":"Taiyuan University of Technology","ror":"https://ror.org/03kv08d37","country_code":"CN","type":"education","lineage":["https://openalex.org/I9086337"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shufeng Hao","raw_affiliation_strings":["College of Data Science, Taiyuan University of Technology, Taiyuan, Shanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Data Science, Taiyuan University of Technology, Taiyuan, Shanxi, China","institution_ids":["https://openalex.org/I9086337"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Dengao Li","orcid":null},"institutions":[{"id":"https://openalex.org/I9086337","display_name":"Taiyuan University of Technology","ror":"https://ror.org/03kv08d37","country_code":"CN","type":"education","lineage":["https://openalex.org/I9086337"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dengao Li","raw_affiliation_strings":["College of Data Science/Shanxi Spatial Information Network Engineering Technology Research Center, Taiyuan University of Technology, Taiyuan, Shanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Data Science/Shanxi Spatial Information Network Engineering Technology Research Center, Taiyuan University of Technology, Taiyuan, Shanxi, China","institution_ids":["https://openalex.org/I9086337"]}]},{"author_position":"last","author":{"id":null,"display_name":"Jumin Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I9086337","display_name":"Taiyuan University of Technology","ror":"https://ror.org/03kv08d37","country_code":"CN","type":"education","lineage":["https://openalex.org/I9086337"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jumin Zhao","raw_affiliation_strings":["College of Information and Computer/Shanxi Intelligent Perception Engineering Research Center, Taiyuan University of Technology, Taiyuan, Shanxi, China,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information and Computer/Shanxi Intelligent Perception Engineering Research Center, Taiyuan University of Technology, Taiyuan, Shanxi, China,","institution_ids":["https://openalex.org/I9086337"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I9086337"],"apc_list":null,"apc_paid":null,"fwci":1.8551,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.86682642,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"13","issue":"1","first_page":"1","last_page":"54"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","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/T11273","display_name":"Advanced Graph Neural Networks","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/T12292","display_name":"Graph Theory and Algorithms","score":0.9987000226974487,"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":0.9948999881744385,"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/panorama","display_name":"Panorama","score":0.7417880296707153},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7049678564071655},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.6695194840431213},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6275141835212708},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5929718613624573},{"id":"https://openalex.org/keywords/graph-embedding","display_name":"Graph embedding","score":0.5082911849021912},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.46332117915153503},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.44311439990997314},{"id":"https://openalex.org/keywords/power-graph-analysis","display_name":"Power graph analysis","score":0.44284191727638245},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42705482244491577},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4033811688423157},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3923090994358063}],"concepts":[{"id":"https://openalex.org/C2780580889","wikidata":"https://www.wikidata.org/wiki/Q41363","display_name":"Panorama","level":2,"score":0.7417880296707153},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7049678564071655},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.6695194840431213},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6275141835212708},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5929718613624573},{"id":"https://openalex.org/C75564084","wikidata":"https://www.wikidata.org/wiki/Q5597085","display_name":"Graph embedding","level":3,"score":0.5082911849021912},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.46332117915153503},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.44311439990997314},{"id":"https://openalex.org/C106937863","wikidata":"https://www.wikidata.org/wiki/Q7236518","display_name":"Power graph analysis","level":3,"score":0.44284191727638245},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42705482244491577},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4033811688423157},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3923090994358063},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1145/3495161","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3495161","pdf_url":null,"source":{"id":"https://openalex.org/S2492086750","display_name":"ACM Transactions on Intelligent Systems and Technology","issn_l":"2157-6904","issn":["2157-6904","2157-6912"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Intelligent Systems and Technology","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2012.08752","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2012.08752","pdf_url":"https://arxiv.org/pdf/2012.08752","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"},{"id":"mag:3111440465","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/2012.08752.pdf","pdf_url":null,"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":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.48550/arxiv.2012.08752","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2012.08752","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2012.08752","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2012.08752","pdf_url":"https://arxiv.org/pdf/2012.08752","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"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4881892170","display_name":null,"funder_award_id":"62002255, 62076177 and 61972273","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":339,"referenced_works":["https://openalex.org/W637153065","https://openalex.org/W1501856433","https://openalex.org/W1525961042","https://openalex.org/W1578099820","https://openalex.org/W1901129140","https://openalex.org/W1986007546","https://openalex.org/W1999418377","https://openalex.org/W2064675550","https://openalex.org/W2070996757","https://openalex.org/W2097073572","https://openalex.org/W2097117768","https://openalex.org/W2099471712","https://openalex.org/W2101491865","https://openalex.org/W2104595371","https://openalex.org/W2112796928","https://openalex.org/W2116341502","https://openalex.org/W2121947440","https://openalex.org/W2135957668","https://openalex.org/W2145901875","https://openalex.org/W2147527908","https://openalex.org/W2147880316","https://openalex.org/W2150120952","https://openalex.org/W2154851992","https://openalex.org/W2155754954","https://openalex.org/W2157331557","https://openalex.org/W2158787690","https://openalex.org/W2161455936","https://openalex.org/W2194775991","https://openalex.org/W2225156818","https://openalex.org/W2240216245","https://openalex.org/W2286929393","https://openalex.org/W2290847742","https://openalex.org/W2309415944","https://openalex.org/W2393319904","https://openalex.org/W2406128552","https://openalex.org/W2415243320","https://openalex.org/W2526511911","https://openalex.org/W2552391307","https://openalex.org/W2554952599","https://openalex.org/W2558460151","https://openalex.org/W2558748708","https://openalex.org/W2565330852","https://openalex.org/W2567948266","https://openalex.org/W2579549467","https://openalex.org/W2591711955","https://openalex.org/W2594083602","https://openalex.org/W2598104261","https://openalex.org/W2605659599","https://openalex.org/W2606202972","https://openalex.org/W2606780347","https://openalex.org/W2610034660","https://openalex.org/W2611552022","https://openalex.org/W2624431344","https://openalex.org/W2626778328","https://openalex.org/W2765323781","https://openalex.org/W2767404761","https://openalex.org/W2768242641","https://openalex.org/W2770604561","https://openalex.org/W2785720803","https://openalex.org/W2785948534","https://openalex.org/W2786016794","https://openalex.org/W2786103815","https://openalex.org/W2787740662","https://openalex.org/W2788284887","https://openalex.org/W2788919350","https://openalex.org/W2789042518","https://openalex.org/W2792234394","https://openalex.org/W2793431221","https://openalex.org/W2794873889","https://openalex.org/W2796026362","https://openalex.org/W2796167946","https://openalex.org/W2798749466","https://openalex.org/W2803471865","https://openalex.org/W2803831897","https://openalex.org/W2804115458","https://openalex.org/W2805019413","https://openalex.org/W2805516822","https://openalex.org/W2806115886","https://openalex.org/W2806351858","https://openalex.org/W2806983170","https://openalex.org/W2808409763","https://openalex.org/W2808466528","https://openalex.org/W2808856341","https://openalex.org/W2808867307","https://openalex.org/W2808987817","https://openalex.org/W2809343047","https://openalex.org/W2809418595","https://openalex.org/W2809583854","https://openalex.org/W2810482788","https://openalex.org/W2811124557","https://openalex.org/W2886330347","https://openalex.org/W2886970679","https://openalex.org/W2887092413","https://openalex.org/W2888692949","https://openalex.org/W2890703109","https://openalex.org/W2891553865","https://openalex.org/W2892880750","https://openalex.org/W2893976922","https://openalex.org/W2896852898","https://openalex.org/W2897337593","https://openalex.org/W2898104583","https://openalex.org/W2898632797","https://openalex.org/W2899379687","https://openalex.org/W2899457523","https://openalex.org/W2899922526","https://openalex.org/W2900470550","https://openalex.org/W2901003004","https://openalex.org/W2903262661","https://openalex.org/W2903871660","https://openalex.org/W2904900486","https://openalex.org/W2905224888","https://openalex.org/W2906340703","https://openalex.org/W2906413107","https://openalex.org/W2906943923","https://openalex.org/W2907079035","https://openalex.org/W2907492528","https://openalex.org/W2907620438","https://openalex.org/W2908442265","https://openalex.org/W2909882940","https://openalex.org/W2911286998","https://openalex.org/W2912555327","https://openalex.org/W2914086955","https://openalex.org/W2914953695","https://openalex.org/W2915070188","https://openalex.org/W2916106175","https://openalex.org/W2916446912","https://openalex.org/W2918288638","https://openalex.org/W2919278763","https://openalex.org/W2921037632","https://openalex.org/W2921734165","https://openalex.org/W2921815558","https://openalex.org/W2931198394","https://openalex.org/W2940562175","https://openalex.org/W2942681667","https://openalex.org/W2943930182","https://openalex.org/W2944715696","https://openalex.org/W2945195220","https://openalex.org/W2945623882","https://openalex.org/W2945827377","https://openalex.org/W2946439115","https://openalex.org/W2946542158","https://openalex.org/W2946614586","https://openalex.org/W2946649002","https://openalex.org/W2946721323","https://openalex.org/W2947873642","https://openalex.org/W2947894439","https://openalex.org/W2948133842","https://openalex.org/W2949208225","https://openalex.org/W2949945331","https://openalex.org/W2950336186","https://openalex.org/W2950777612","https://openalex.org/W2950880273","https://openalex.org/W2950898568","https://openalex.org/W2951626319","https://openalex.org/W2951823788","https://openalex.org/W2951862794","https://openalex.org/W2951981031","https://openalex.org/W2952768212","https://openalex.org/W2952832237","https://openalex.org/W2953060237","https://openalex.org/W2962711740","https://openalex.org/W2962756421","https://openalex.org/W2962767366","https://openalex.org/W2962779575","https://openalex.org/W2962810718","https://openalex.org/W2962834885","https://openalex.org/W2962875400","https://openalex.org/W2962900880","https://openalex.org/W2962922117","https://openalex.org/W2962946486","https://openalex.org/W2963017945","https://openalex.org/W2963020213","https://openalex.org/W2963043672","https://openalex.org/W2963066159","https://openalex.org/W2963076818","https://openalex.org/W2963084622","https://openalex.org/W2963091558","https://openalex.org/W2963165299","https://openalex.org/W2963175980","https://openalex.org/W2963207497","https://openalex.org/W2963241951","https://openalex.org/W2963285940","https://openalex.org/W2963341956","https://openalex.org/W2963382544","https://openalex.org/W2963415211","https://openalex.org/W2963446712","https://openalex.org/W2963461379","https://openalex.org/W2963465695","https://openalex.org/W2963497309","https://openalex.org/W2963499994","https://openalex.org/W2963555845","https://openalex.org/W2963581908","https://openalex.org/W2963695795","https://openalex.org/W2963703618","https://openalex.org/W2963757395","https://openalex.org/W2963782635","https://openalex.org/W2963791934","https://openalex.org/W2963840672","https://openalex.org/W2963858333","https://openalex.org/W2963893572","https://openalex.org/W2963920355","https://openalex.org/W2963964898","https://openalex.org/W2963984147","https://openalex.org/W2964015378","https://openalex.org/W2964051675","https://openalex.org/W2964108670","https://openalex.org/W2964113829","https://openalex.org/W2964114465","https://openalex.org/W2964124573","https://openalex.org/W2964151357","https://openalex.org/W2964234429","https://openalex.org/W2964236544","https://openalex.org/W2964308564","https://openalex.org/W2964311892","https://openalex.org/W2964321699","https://openalex.org/W2964876045","https://openalex.org/W2965469401","https://openalex.org/W2965857891","https://openalex.org/W2969280827","https://openalex.org/W2970066309","https://openalex.org/W2970112606","https://openalex.org/W2970119293","https://openalex.org/W2970235396","https://openalex.org/W2970273366","https://openalex.org/W2970323499","https://openalex.org/W2970398671","https://openalex.org/W2970485172","https://openalex.org/W2970552844","https://openalex.org/W2970583420","https://openalex.org/W2970757764","https://openalex.org/W2970991073","https://openalex.org/W2971078096","https://openalex.org/W2971267355","https://openalex.org/W2971564650","https://openalex.org/W2971933740","https://openalex.org/W2972662547","https://openalex.org/W2976016473","https://openalex.org/W2979481854","https://openalex.org/W2979750740","https://openalex.org/W2981450816","https://openalex.org/W2982108874","https://openalex.org/W2982327501","https://openalex.org/W2982648939","https://openalex.org/W2983995706","https://openalex.org/W2984479486","https://openalex.org/W2985582183","https://openalex.org/W2985683375","https://openalex.org/W2985882473","https://openalex.org/W2987119394","https://openalex.org/W2990045899","https://openalex.org/W2994872359","https://openalex.org/W2995502120","https://openalex.org/W2995509042","https://openalex.org/W2995689142","https://openalex.org/W2995818555","https://openalex.org/W2995889583","https://openalex.org/W2996028985","https://openalex.org/W2996091850","https://openalex.org/W2996268457","https://openalex.org/W2996319893","https://openalex.org/W2996450643","https://openalex.org/W2996471083","https://openalex.org/W2996604169","https://openalex.org/W2996898598","https://openalex.org/W2997136715","https://openalex.org/W2997156230","https://openalex.org/W2997162759","https://openalex.org/W2997785591","https://openalex.org/W2997806280","https://openalex.org/W2997848713","https://openalex.org/W2998101974","https://openalex.org/W2998688692","https://openalex.org/W3000577518","https://openalex.org/W3001644311","https://openalex.org/W3002932982","https://openalex.org/W3003579202","https://openalex.org/W3004349648","https://openalex.org/W3005941526","https://openalex.org/W3006432778","https://openalex.org/W3007332492","https://openalex.org/W3009381467","https://openalex.org/W3010021337","https://openalex.org/W3011574394","https://openalex.org/W3011667710","https://openalex.org/W3011900384","https://openalex.org/W3012816161","https://openalex.org/W3012871709","https://openalex.org/W3015797924","https://openalex.org/W3021975806","https://openalex.org/W3025102114","https://openalex.org/W3034190530","https://openalex.org/W3034512702","https://openalex.org/W3034951775","https://openalex.org/W3034984754","https://openalex.org/W3036446966","https://openalex.org/W3037533539","https://openalex.org/W3042770487","https://openalex.org/W3045255111","https://openalex.org/W3080911033","https://openalex.org/W3080997787","https://openalex.org/W3081306295","https://openalex.org/W3082154031","https://openalex.org/W3086430417","https://openalex.org/W3095746859","https://openalex.org/W3101380508","https://openalex.org/W3101707147","https://openalex.org/W3103254793","https://openalex.org/W3103720336","https://openalex.org/W3104097132","https://openalex.org/W3104104151","https://openalex.org/W3105136071","https://openalex.org/W3106390645","https://openalex.org/W3114303065","https://openalex.org/W3115651056","https://openalex.org/W3116637551","https://openalex.org/W3128129382","https://openalex.org/W3129850062","https://openalex.org/W3152560880","https://openalex.org/W3152893301","https://openalex.org/W3155208531","https://openalex.org/W3191294170","https://openalex.org/W3209828932","https://openalex.org/W4210257598","https://openalex.org/W4289436753","https://openalex.org/W6745316256","https://openalex.org/W6751570989","https://openalex.org/W6752432587","https://openalex.org/W6756192570","https://openalex.org/W6756495466","https://openalex.org/W6756561102","https://openalex.org/W6757586295","https://openalex.org/W6757925611","https://openalex.org/W6760290740","https://openalex.org/W6772488856","https://openalex.org/W6774263817","https://openalex.org/W6774871749","https://openalex.org/W6779339669","https://openalex.org/W6784305145","https://openalex.org/W6792108999"],"related_works":["https://openalex.org/W3097753281","https://openalex.org/W3108803614","https://openalex.org/W2948434896","https://openalex.org/W3148711710","https://openalex.org/W2985331920","https://openalex.org/W3024560045","https://openalex.org/W3022208364","https://openalex.org/W3205254960","https://openalex.org/W2901375380","https://openalex.org/W3016031025","https://openalex.org/W2945335290","https://openalex.org/W2904900486","https://openalex.org/W3183845133","https://openalex.org/W3002369146","https://openalex.org/W3121356850","https://openalex.org/W3135138557","https://openalex.org/W3165031368","https://openalex.org/W1983874336","https://openalex.org/W3128624883","https://openalex.org/W2292386610"],"abstract_inverted_index":{"Graph":[0],"neural":[1,48,67,80,98,115,148],"networks":[2,116,149],"provide":[3,58,73],"a":[4,43,59,74,118],"powerful":[5],"toolkit":[6],"for":[7,77],"embedding":[8],"real-world":[9],"graphs":[10],"into":[11,105,117],"low-dimensional":[12],"spaces":[13],"according":[14],"to":[15,19,53,85,87,91,111,129],"specific":[16],"tasks.":[17],"Up":[18],"now,":[20],"there":[21],"have":[22],"been":[23],"several":[24],"surveys":[25],"on":[26,34,64],"this":[27,55],"topic.":[28],"However,":[29],"they":[30],"usually":[31],"lay":[32],"emphasis":[33],"different":[35],"angles":[36],"so":[37,127],"that":[38,137],"the":[39,46,65,78,93,96,106,113,131,146],"readers":[40],"cannot":[41],"see":[42],"panorama":[44,94],"of":[45,70,95,101],"graph":[47,66,79,97,114,147],"networks.":[49,68,99],"This":[50],"survey":[51],"aims":[52],"overcome":[54,130],"limitation":[56],"and":[57,61,82,139,144,150],"systematic":[60],"comprehensive":[62],"review":[63],"First":[69],"all,":[71],"we":[72,121],"novel":[75],"taxonomy":[76],"networks,":[81],"then":[83],"refer":[84],"up":[86],"327":[88],"relevant":[89],"literatures":[90],"show":[92],"All":[100],"them":[102,152],"are":[103],"classified":[104],"corresponding":[107],"categories.":[108],"In":[109],"order":[110],"drive":[112],"new":[119],"stage,":[120],"summarize":[122],"four":[123],"future":[124],"research":[125,155],"directions":[126],"as":[128],"challenges":[132],"faced.":[133],"It":[134],"is":[135],"expected":[136],"more":[138,140],"scholars":[141],"can":[142],"understand":[143],"exploit":[145],"use":[151],"in":[153],"their":[154],"community.":[156]},"counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":3}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}