{"id":"https://openalex.org/W4411232436","doi":"https://doi.org/10.1109/ton.2025.3573571","title":"NetGenius: Routing Configuration Recommendation Based on Graph Neural Network","display_name":"NetGenius: Routing Configuration Recommendation Based on Graph Neural Network","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4411232436","doi":"https://doi.org/10.1109/ton.2025.3573571"},"language":"en","primary_location":{"id":"doi:10.1109/ton.2025.3573571","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ton.2025.3573571","pdf_url":null,"source":{"id":"https://openalex.org/S5407042750","display_name":"IEEE Transactions on Networking","issn_l":"2998-4157","issn":["2998-4157"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Networking","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/A5055733006","display_name":"Zhenbei Guo","orcid":"https://orcid.org/0000-0002-0599-5225"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhenbei Guo","raw_affiliation_strings":["College of Computer Science and Engineering, Northeastern University, Shenyang, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083598234","display_name":"Fuliang Li","orcid":"https://orcid.org/0000-0001-9782-0053"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fuliang Li","raw_affiliation_strings":["College of Computer Science and Engineering, Northeastern University, Shenyang, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108880021","display_name":"Tangzheng Xie","orcid":null},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tangzheng Xie","raw_affiliation_strings":["College of Computer Science and Engineering, Northeastern University, Shenyang, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100326915","display_name":"Xingwei Wang","orcid":"https://orcid.org/0000-0003-2856-4716"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xingwei Wang","raw_affiliation_strings":["College of Computer Science and Engineering, Northeastern University, Shenyang, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100740023","display_name":"Jiannong Cao","orcid":"https://orcid.org/0000-0002-2725-2529"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Jiannong Cao","raw_affiliation_strings":["Department of Computing, The Hong Kong Polytechnic University, Hung Hom, Hong Kong"],"affiliations":[{"raw_affiliation_string":"Department of Computing, The Hong Kong Polytechnic University, Hung Hom, Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5055733006"],"corresponding_institution_ids":["https://openalex.org/I9224756"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.14593007,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"14"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12292","display_name":"Graph Theory and Algorithms","score":0.9359999895095825,"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"}},"topics":[{"id":"https://openalex.org/T12292","display_name":"Graph Theory and Algorithms","score":0.9359999895095825,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6657140851020813},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4532710611820221},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.36089104413986206},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34479236602783203}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6657140851020813},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4532710611820221},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.36089104413986206},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34479236602783203}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ton.2025.3573571","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ton.2025.3573571","pdf_url":null,"source":{"id":"https://openalex.org/S5407042750","display_name":"IEEE Transactions on Networking","issn_l":"2998-4157","issn":["2998-4157"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Networking","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1671140559","display_name":null,"funder_award_id":"92267206","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2390495701","display_name":null,"funder_award_id":"62072091","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2551476765","display_name":null,"funder_award_id":"62032013","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6760061280","display_name":null,"funder_award_id":"U22B2005","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":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Configurations":[0],"deployed":[1,21],"in":[2,37,67,228],"routers":[3],"govern":[4],"the":[5,45,84,90,100,143,176,193],"routing":[6],"and":[7,16,47,121,149,225],"addressing":[8],"of":[9,86,178,197],"IP-based":[10],"networks.":[11],"Automated":[12],"tools":[13,33],"for":[14,50,125],"synthesizing":[15],"verifying":[17],"configurations":[18,71,120,163,182],"have":[19],"been":[20],"to":[22,82,89,117,147,161,170,205],"replace":[23],"manual":[24,42],"configurations,":[25],"preventing":[26],"network":[27,70,81,146,208],"outages":[28],"from":[29,183],"misconfigurations.":[30],"However,":[31],"these":[32],"offer":[34],"limited":[35],"assistance":[36],"real":[38],"production":[39],"networks":[40],"as":[41,105],"configuration":[43,61,123,216],"remains":[44],"primary":[46],"preferred":[48],"approach":[49,140],"daily":[51],"operations.":[52],"To":[53],"address":[54],"this":[55],"issue,":[56],"we":[57],"present":[58],"NetGenius,":[59],"a":[60,73,78,110,138,158,206],"recommendation":[62,159,195],"tool":[63],"that":[64,190],"assists":[65],"operators":[66],"manually":[68],"editing":[69],"like":[72],"code":[74],"editor.":[75],"NetGenius":[76,108,136,156,179,191,218],"employs":[77],"graph":[79,112,144],"neural":[80,145],"estimate":[83,148],"importance":[85,97,153,166],"neighboring":[87],"commands":[88],"center":[91,101,127],"command,":[92],"providing":[93],"recommendations":[94,227],"based":[95,141,164],"on":[96,142,165],"scores":[98,167],"when":[99,203],"command":[102,128],"is":[103],"used":[104],"input.":[106],"First,":[107],"leverages":[109],"generic":[111],"model":[113,118],"named":[114],"Knowledge":[115],"Graph":[116],"existing":[119],"derives":[122],"features":[124],"each":[126],"by":[129],"composing":[130],"it":[131],"with":[132],"its":[133,220],"neighbors.":[134],"Subsequently,":[135],"conducts":[137],"general":[139],"calculate":[150],"corresponding":[151],"feature":[152],"scores.":[154],"Finally,":[155],"uses":[157],"mechanism":[160],"recommend":[162],"while":[168],"adhering":[169],"specific":[171],"constraints.":[172],"We":[173],"extensively":[174],"evaluate":[175],"performance":[177],"using":[180],"real-world":[181],"different":[184],"vendors.":[185],"The":[186],"experimental":[187],"results":[188],"demonstrate":[189],"achieves":[192],"highest":[194],"accuracy":[196],"98.59%":[198],"across":[199],"various":[200],"datasets.":[201],"Moreover,":[202],"applied":[204],"large-scale":[207],"comprising":[209],"<inline-formula":[210],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[211],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">":[212],"<tex-math":[213],"notation=\"LaTeX\">$152,475$</tex-math>":[214],"</inline-formula>":[215],"commands,":[217],"completes":[219],"training":[221],"within":[222],"6":[223],"seconds":[224],"generates":[226],"5":[229],"milliseconds.":[230]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
