{"id":"https://openalex.org/W4289821985","doi":"https://doi.org/10.1109/mnet.123.2100773","title":"Graph Neural Networks for Communication Networks: Context, Use Cases and Opportunities","display_name":"Graph Neural Networks for Communication Networks: Context, Use Cases and Opportunities","publication_year":2022,"publication_date":"2022-08-05","ids":{"openalex":"https://openalex.org/W4289821985","doi":"https://doi.org/10.1109/mnet.123.2100773"},"language":"en","primary_location":{"id":"doi:10.1109/mnet.123.2100773","doi":"https://doi.org/10.1109/mnet.123.2100773","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mnet.123.2100773","pdf_url":null,"source":{"id":"https://openalex.org/S186584794","display_name":"IEEE Network","issn_l":"0890-8044","issn":["0890-8044","1558-156X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-a","jufo-3","norway-1","poland-200","russia-white-list-1"],"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 Network","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2112.14792","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012286685","display_name":"Jos\u00e9 Su\u00e1rez\u2010Varela","orcid":"https://orcid.org/0000-0002-7141-3414","observed_orcids":["https://orcid.org/0000-0002-7141-3414"]},"institutions":[{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 Su\u00e1rez-Varela","raw_affiliation_strings":["Barcelona Neural Networking Center, Universitat Politècnica de Catalunya,Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Barcelona Neural Networking Center, Universitat Politècnica de Catalunya,Spain","institution_ids":["https://openalex.org/I9617848"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084281507","display_name":"Paul Almasan","orcid":"https://orcid.org/0000-0003-3903-6759","observed_orcids":["https://orcid.org/0000-0003-3903-6759"]},"institutions":[{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Paul Almasan","raw_affiliation_strings":["Barcelona Neural Networking Center, Universitat Politècnica de Catalunya,Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Barcelona Neural Networking Center, Universitat Politècnica de Catalunya,Spain","institution_ids":["https://openalex.org/I9617848"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075824654","display_name":"Miquel Ferriol-Galm\u00e9s","orcid":"https://orcid.org/0000-0002-7806-2979","observed_orcids":["https://orcid.org/0000-0002-7806-2979"]},"institutions":[{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Miquel Ferriol-Galm\u00e9s","raw_affiliation_strings":["Barcelona Neural Networking Center, Universitat Politècnica de Catalunya,Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Barcelona Neural Networking Center, Universitat Politècnica de Catalunya,Spain","institution_ids":["https://openalex.org/I9617848"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047003405","display_name":"Krzysztof Rusek","orcid":"https://orcid.org/0000-0003-4336-7841","observed_orcids":["https://orcid.org/0000-0003-4336-7841"]},"institutions":[{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Krzysztof Rusek","raw_affiliation_strings":["AGH University of Science and Technology, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AGH University of Science and Technology, Poland","institution_ids":["https://openalex.org/I686019"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020988053","display_name":"Fabien Geyer","orcid":"https://orcid.org/0000-0002-6522-4385","observed_orcids":["https://orcid.org/0000-0002-6522-4385"]},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Fabien Geyer","raw_affiliation_strings":["Technical University of Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046807824","display_name":"Xiangle Cheng","orcid":"https://orcid.org/0000-0002-5441-8272","observed_orcids":["https://orcid.org/0000-0002-5441-8272"]},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangle Cheng","raw_affiliation_strings":["Huawei Technologies Co., Ltd., China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Huawei Technologies Co., Ltd., China","institution_ids":["https://openalex.org/I2250955327"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xiang Shi","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiang Shi","raw_affiliation_strings":["Huawei Technologies Co., Ltd., China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Huawei Technologies Co., Ltd., China","institution_ids":["https://openalex.org/I2250955327"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040041960","display_name":"Shihan Xiao","orcid":"https://orcid.org/0000-0001-9702-9130","observed_orcids":["https://orcid.org/0000-0001-9702-9130"]},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shihan Xiao","raw_affiliation_strings":["Huawei Technologies Co., Ltd., China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Huawei Technologies Co., Ltd., China","institution_ids":["https://openalex.org/I2250955327"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020560480","display_name":"Franco Scarselli","orcid":"https://orcid.org/0000-0003-1307-0772","observed_orcids":["https://orcid.org/0000-0003-1307-0772"]},"institutions":[{"id":"https://openalex.org/I102064193","display_name":"University of Siena","ror":"https://ror.org/01tevnk56","country_code":"IT","type":"education","lineage":["https://openalex.org/I102064193"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Franco Scarselli","raw_affiliation_strings":["University of Siena, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Siena, Italy","institution_ids":["https://openalex.org/I102064193"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091745795","display_name":"Albert Cabellos\u2010Aparicio","orcid":"https://orcid.org/0000-0001-9329-7584","observed_orcids":["https://orcid.org/0000-0001-9329-7584"]},"institutions":[{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Albert Cabellos-Aparicio","raw_affiliation_strings":["Barcelona Neural Networking Center, Universitat Politècnica de Catalunya,Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Barcelona Neural Networking Center, Universitat Politècnica de Catalunya,Spain","institution_ids":["https://openalex.org/I9617848"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004121136","display_name":"Pere Barlet\u2010Ros","orcid":"https://orcid.org/0000-0001-7837-0886","observed_orcids":["https://orcid.org/0000-0001-7837-0886"]},"institutions":[{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Pere Barlet-Ros","raw_affiliation_strings":["Barcelona Neural Networking Center, Universitat Politècnica de Catalunya,Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Barcelona Neural Networking Center, Universitat Politècnica de Catalunya,Spain","institution_ids":["https://openalex.org/I9617848"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":2995,"currency":"USD","value_usd":2995},"apc_paid":null,"fwci":6.6247,"has_fulltext":true,"cited_by_count":141,"citation_normalized_percentile":{"value":0.97938292,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"37","issue":"3","first_page":"146","last_page":"153"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9868000149726868,"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":0.9868000149726868,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.010300000198185444,"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/T10320","display_name":"Neural Networks and Applications","score":0.0003000000142492354,"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/graph-neural-networks","display_name":"graph neural networks","score":1.0},{"id":"https://openalex.org/keywords/communication-networks","display_name":"communication networks","score":0.9900000095367432},{"id":"https://openalex.org/keywords/network-topology-modeling","display_name":"network topology modeling","score":0.7250000238418579},{"id":"https://openalex.org/keywords/network-control","display_name":"network control","score":0.5099999904632568},{"id":"https://openalex.org/keywords/network-management","display_name":"network management","score":0.9760000109672546},{"id":"https://openalex.org/keywords/network-planning","display_name":"network planning","score":0.8840000033378601},{"id":"https://openalex.org/keywords/online-optimization","display_name":"online optimization","score":0.8569999933242798},{"id":"https://openalex.org/keywords/network-troubleshooting","display_name":"network troubleshooting","score":0.9390000104904175},{"id":"https://openalex.org/keywords/wired-networks","display_name":"wired networks","score":0.7570000290870667},{"id":"https://openalex.org/keywords/wireless-networks","display_name":"wireless networks","score":0.968999981880188},{"id":"https://openalex.org/keywords/signal-interference","display_name":"signal interference","score":0.6819999814033508}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8100990653038025},{"id":"https://openalex.org/C147494362","wikidata":"https://www.wikidata.org/wiki/Q2078905","display_name":"Troubleshooting","level":2,"score":0.6142477989196777},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4773012399673462},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.47288742661476135},{"id":"https://openalex.org/C199845137","wikidata":"https://www.wikidata.org/wiki/Q145490","display_name":"Network topology","level":2,"score":0.4602784812450409},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45642492175102234},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.443971186876297},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4398857355117798},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.4359404444694519},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.4338228702545166},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.39869701862335205},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3717877268791199},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3287312388420105},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.3223918080329895},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.2996615171432495},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.1883302628993988},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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":5,"locations":[{"id":"doi:10.1109/mnet.123.2100773","doi":"https://doi.org/10.1109/mnet.123.2100773","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mnet.123.2100773","pdf_url":null,"source":{"id":"https://openalex.org/S186584794","display_name":"IEEE Network","issn_l":"0890-8044","issn":["0890-8044","1558-156X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-a","jufo-3","norway-1","poland-200","russia-white-list-1"],"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 Network","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2112.14792","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2112.14792","pdf_url":"https://arxiv.org/pdf/2112.14792","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"pmh:oai:upcommons.upc.edu:2117/385051","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/2117/385051","pdf_url":"https://upcommons.upc.edu/bitstreams/4aac4827-d73d-4da9-bd06-0074e586f40d/download","source":{"id":"https://openalex.org/S4377196262","display_name":"UPCommons institutional repository (Universitat Polit\u00e8cnica de Catalunya)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I9617848","host_organization_name":"Universitat Polit\u00e8cnica de Catalunya","host_organization_lineage":["https://openalex.org/I9617848"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/submittedVersion"},{"id":"pmh:oai:usiena-air.unisi.it:11365/1216720","doi":null,"is_oa":false,"landing_page_url":"https://ieeexplore.ieee.org/abstract/document/9846958","pdf_url":null,"source":{"id":"https://openalex.org/S4377196319","display_name":"Use Siena air (University of Siena)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I102064193","host_organization_name":"University of Siena","host_organization_lineage":["https://openalex.org/I102064193"],"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":"info:eu-repo/semantics/article"},{"id":"doi:10.48550/arxiv.2112.14792","doi":"https://doi.org/10.48550/arxiv.2112.14792","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2112.14792","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2112.14792","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2112.14792","pdf_url":"https://arxiv.org/pdf/2112.14792","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G1175115578","display_name":null,"funder_award_id":"AEI//10.13039/501100011033/","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G148081399","display_name":null,"funder_award_id":"MCIN/AEI/ 10.13039/501100011033","funder_id":"https://openalex.org/F4320322121","funder_display_name":"Instituci\u00f3 Catalana de Recerca i Estudis Avan\u00e7ats"},{"id":"https://openalex.org/G2064873908","display_name":null,"funder_award_id":"10.13039/501100011033","funder_id":"https://openalex.org/F4320321505","funder_display_name":"Generalitat de Catalunya"},{"id":"https://openalex.org/G2262748287","display_name":null,"funder_award_id":"501100011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G2462415295","display_name":null,"funder_award_id":"13039/501100011033","funder_id":"https://openalex.org/F4320321505","funder_display_name":"Generalitat de Catalunya"},{"id":"https://openalex.org/G2713276326","display_name":null,"funder_award_id":"by MCIN/AEI/10.13039/501100011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G3005324705","display_name":null,"funder_award_id":"501100011033","funder_id":"https://openalex.org/F4320321505","funder_display_name":"Generalitat de Catalunya"},{"id":"https://openalex.org/G300979063","display_name":null,"funder_award_id":"10.13039/501100011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G34346518","display_name":null,"funder_award_id":"MCIN/AEI/10.13039/501 100 011 033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G3480869486","display_name":null,"funder_award_id":"13039","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G3546882995","display_name":null,"funder_award_id":"AEI/10.13039/501100011033","funder_id":"https://openalex.org/F4320321505","funder_display_name":"Generalitat de Catalunya"},{"id":"https://openalex.org/G425668148","display_name":null,"funder_award_id":".13039/501100011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G4526231891","display_name":null,"funder_award_id":"MCIN / AEI/10","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G4865226722","display_name":null,"funder_award_id":"PID2020-118011GB-C21","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G5080475149","display_name":null,"funder_award_id":"10.13039","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G546199279","display_name":null,"funder_award_id":"MCIN/AEI/10.13039/ 501100011033","funder_id":"https://openalex.org/F4320338080","funder_display_name":"European Social Fund"},{"id":"https://openalex.org/G5806516646","display_name":null,"funder_award_id":"AEI/10.13039/501100011033","funder_id":"https://openalex.org/F4320322121","funder_display_name":"Instituci\u00f3 Catalana de Recerca i Estudis Avan\u00e7ats"},{"id":"https://openalex.org/G6218905885","display_name":null,"funder_award_id":"501100011033","funder_id":"https://openalex.org/F4320338080","funder_display_name":"European Social Fund"},{"id":"https://openalex.org/G69051668","display_name":null,"funder_award_id":"MCIN /AEI/10.13039/501100011033","funder_id":"https://openalex.org/F4320321505","funder_display_name":"Generalitat de Catalunya"},{"id":"https://openalex.org/G7084143925","display_name":null,"funder_award_id":"AEI/10","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G7466406081","display_name":null,"funder_award_id":"10.13039/501100011033","funder_id":"https://openalex.org/F4320322121","funder_display_name":"Instituci\u00f3 Catalana de Recerca i Estudis Avan\u00e7ats"},{"id":"https://openalex.org/G8036483318","display_name":null,"funder_award_id":"MCIN/AEI/10.13039/501100011033","funder_id":"https://openalex.org/F4320322392","funder_display_name":"Tsinghua University"},{"id":"https://openalex.org/G8888022036","display_name":null,"funder_award_id":"AEI/10.13039/501100011033","funder_id":"https://openalex.org/F4320338080","funder_display_name":"European Social Fund"}],"funders":[{"id":"https://openalex.org/F4320313975","display_name":"Universit\u00e0 degli Studi di Siena","ror":"https://ror.org/01tevnk56"},{"id":"https://openalex.org/F4320320275","display_name":"University of Exeter","ror":"https://ror.org/03yghzc09"},{"id":"https://openalex.org/F4320321133","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35"},{"id":"https://openalex.org/F4320321505","display_name":"Generalitat de Catalunya","ror":"https://ror.org/01bg62x04"},{"id":"https://openalex.org/F4320322121","display_name":"Instituci\u00f3 Catalana de Recerca i Estudis Avan\u00e7ats","ror":"https://ror.org/0371hy230"},{"id":"https://openalex.org/F4320322392","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549"},{"id":"https://openalex.org/F4320328117","display_name":"Minzu University of China","ror":"https://ror.org/0044e2g62"},{"id":"https://openalex.org/F4320335561","display_name":"Institute of Computing Technology, Chinese Academy of Sciences","ror":null},{"id":"https://openalex.org/F4320335598","display_name":"Agencia Estatal de Investigaci\u00f3n","ror":"https://ror.org/003x0zc53"},{"id":"https://openalex.org/F4320338080","display_name":"European Social Fund","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4289821985.pdf","grobid_xml":"https://content.openalex.org/works/W4289821985.grobid-xml"},"referenced_works_count":14,"referenced_works":["https://openalex.org/W2116341502","https://openalex.org/W2558748708","https://openalex.org/W2606780347","https://openalex.org/W2805516822","https://openalex.org/W2885459608","https://openalex.org/W2913856657","https://openalex.org/W2920338930","https://openalex.org/W2963549123","https://openalex.org/W2971598376","https://openalex.org/W2999848060","https://openalex.org/W3027146252","https://openalex.org/W3111499798","https://openalex.org/W3152893301","https://openalex.org/W3199816640"],"related_works":["https://openalex.org/W3211830369","https://openalex.org/W6991331999","https://openalex.org/W4312958657","https://openalex.org/W3172408309","https://openalex.org/W7125629775","https://openalex.org/W7128002950","https://openalex.org/W7123360579","https://openalex.org/W4306836169","https://openalex.org/W4403731508","https://openalex.org/W4410491897"],"abstract_inverted_index":{"Graph":[0],"neural":[1,113],"networks":[2,27,114,125],"(GNN)":[3],"have":[4],"shown":[5],"outstanding":[6],"applications":[7,155],"in":[8,36,116,187],"fields":[9],"where":[10],"data":[11],"is":[12,132],"essentially":[13],"represented":[14,35],"as":[15,51,100],"graphs":[16],"(e.g.,":[17,40],"chemistry,":[18],"biology,":[19],"and":[20,43,58,75,126,152,170,181],"recommendation":[21],"systems).":[22],"In":[23],"this":[24,188],"vein,":[25],"communication":[26,61,157],"comprise":[28],"many":[29],"fundamental":[30,53],"components":[31],"that":[32,71],"are":[33],"naturally":[34],"a":[37,52,65,84,92,133,147],"graph-structured":[38],"manner":[39],"topology,":[41],"routing,":[42],"signal":[44],"interference).":[45],"This":[46,131,143],"position":[47],"article":[48,144],"presents":[49,161],"GNNs":[50,63,110,151],"tool":[54],"for":[55,136,141],"modeling,":[56],"control,":[57],"management":[59],"of":[60,68,95,109],"networks.":[62,82,158,172],"represent":[64],"new":[66],"generation":[67],"data-driven":[69,139],"models":[70,87,165],"can":[72,88],"accurately":[73],"learn":[74],"reproduce":[76],"the":[77,177],"complex":[78],"behaviors":[79],"behind":[80],"real-world":[81],"As":[83],"result,":[85],"these":[86],"be":[89,185],"applied":[90,122,167],"to":[91,123,156,168,184],"wide":[93],"variety":[94],"networking":[96],"use":[97],"cases,":[98],"such":[99],"planning,":[101],"online":[102],"optimization,":[103],"or":[104],"troubleshooting.":[105],"The":[106],"main":[107],"advantage":[108],"over":[111],"traditional":[112],"lies":[115],"their":[117],"unprecedented":[118],"generalization":[119],"capabilities":[120],"when":[121],"other":[124],"configurations":[127],"unseen":[128],"during":[129],"training.":[130],"critical":[134],"feature":[135],"achieving":[137],"practical":[138],"solutions":[140],"networking.":[142],"starts":[145],"with":[146],"brief":[148],"tutorial":[149],"on":[150],"some":[153],"potential":[154],"Then":[159],"it":[160,174],"two":[162],"state-of-the-art":[163],"GNN":[164],"respectively":[166],"wired":[169],"wireless":[171],"Lastly,":[173],"delves":[175],"into":[176],"key":[178],"open":[179],"challenges":[180],"opportunities":[182],"yet":[183],"explored":[186],"novel":[189],"research":[190],"area.":[191]},"counts_by_year":[{"year":2026,"cited_by_count":42},{"year":2025,"cited_by_count":31},{"year":2024,"cited_by_count":38},{"year":2023,"cited_by_count":22},{"year":2022,"cited_by_count":8}],"updated_date":"2026-11-08T12:12:28.789561","created_date":"2022-08-05T00:00:00"}