{"id":"https://openalex.org/W4392729276","doi":"https://doi.org/10.1109/jiot.2024.3365675","title":"Lightweight Federated Graph Learning for Accelerating Classification Inference in UAV-Assisted MEC Systems","display_name":"Lightweight Federated Graph Learning for Accelerating Classification Inference in UAV-Assisted MEC Systems","publication_year":2024,"publication_date":"2024-02-13","ids":{"openalex":"https://openalex.org/W4392729276","doi":"https://doi.org/10.1109/jiot.2024.3365675"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2024.3365675","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2024.3365675","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","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/A5068046629","display_name":"Luying Zhong","orcid":"https://orcid.org/0009-0007-9960-5382"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I80947539","display_name":"Fuzhou University","ror":"https://ror.org/011xvna82","country_code":"CN","type":"education","lineage":["https://openalex.org/I80947539"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Luying Zhong","raw_affiliation_strings":["College of Computer and Data Science, the Engineering Research Center of Big Data Intelligence, Ministry of Education, and the Fujian Key Laboratory of Network Computing and Intelligent Information Processing, Fuzhou University, Fuzhou, China","College of Computer and Data Science, Fuzhou University, Fuzhou, China","Engineering Research Center of Big Data Intelligence, Ministry of Education, Fuzhou, China"],"raw_orcid":"https://orcid.org/0009-0007-9960-5382","affiliations":[{"raw_affiliation_string":"College of Computer and Data Science, the Engineering Research Center of Big Data Intelligence, Ministry of Education, and the Fujian Key Laboratory of Network Computing and Intelligent Information Processing, Fuzhou University, Fuzhou, China","institution_ids":["https://openalex.org/I80947539"]},{"raw_affiliation_string":"College of Computer and Data Science, Fuzhou University, Fuzhou, China","institution_ids":["https://openalex.org/I80947539"]},{"raw_affiliation_string":"Engineering Research Center of Big Data Intelligence, Ministry of Education, Fuzhou, China","institution_ids":["https://openalex.org/I1327237609"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004385468","display_name":"Zheyi Chen","orcid":"https://orcid.org/0000-0002-6349-068X"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I80947539","display_name":"Fuzhou University","ror":"https://ror.org/011xvna82","country_code":"CN","type":"education","lineage":["https://openalex.org/I80947539"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zheyi Chen","raw_affiliation_strings":["College of Computer and Data Science, the Engineering Research Center of Big Data Intelligence, Ministry of Education, and the Fujian Key Laboratory of Network Computing and Intelligent Information Processing, Fuzhou University, Fuzhou, China","College of Computer and Data Science, Fuzhou University, Fuzhou, China","Engineering Research Center of Big Data Intelligence, Ministry of Education, Fuzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-6349-068X","affiliations":[{"raw_affiliation_string":"College of Computer and Data Science, the Engineering Research Center of Big Data Intelligence, Ministry of Education, and the Fujian Key Laboratory of Network Computing and Intelligent Information Processing, Fuzhou University, Fuzhou, China","institution_ids":["https://openalex.org/I80947539"]},{"raw_affiliation_string":"College of Computer and Data Science, Fuzhou University, Fuzhou, China","institution_ids":["https://openalex.org/I80947539"]},{"raw_affiliation_string":"Engineering Research Center of Big Data Intelligence, Ministry of Education, Fuzhou, China","institution_ids":["https://openalex.org/I1327237609"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036420194","display_name":"Hongju Cheng","orcid":"https://orcid.org/0000-0002-0768-7859"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I80947539","display_name":"Fuzhou University","ror":"https://ror.org/011xvna82","country_code":"CN","type":"education","lineage":["https://openalex.org/I80947539"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongju Cheng","raw_affiliation_strings":["College of Computer and Data Science, the Engineering Research Center of Big Data Intelligence, Ministry of Education, and the Fujian Key Laboratory of Network Computing and Intelligent Information Processing, Fuzhou University, Fuzhou, China","College of Computer and Data Science, Fuzhou University, Fuzhou, China","Engineering Research Center of Big Data Intelligence, Ministry of Education, Fuzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-0768-7859","affiliations":[{"raw_affiliation_string":"College of Computer and Data Science, the Engineering Research Center of Big Data Intelligence, Ministry of Education, and the Fujian Key Laboratory of Network Computing and Intelligent Information Processing, Fuzhou University, Fuzhou, China","institution_ids":["https://openalex.org/I80947539"]},{"raw_affiliation_string":"College of Computer and Data Science, Fuzhou University, Fuzhou, China","institution_ids":["https://openalex.org/I80947539"]},{"raw_affiliation_string":"Engineering Research Center of Big Data Intelligence, Ministry of Education, Fuzhou, China","institution_ids":["https://openalex.org/I1327237609"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100679241","display_name":"Jie Li","orcid":"https://orcid.org/0000-0002-4974-6116"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Li","raw_affiliation_strings":["Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-4974-6116","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.0696,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.87743911,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"11","issue":"12","first_page":"21180","last_page":"21190"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9835000038146973,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9835000038146973,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.978600025177002,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9632999897003174,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8382385969161987},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.6649124622344971},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5274032950401306},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47821518778800964},{"id":"https://openalex.org/keywords/graph-theory","display_name":"Graph theory","score":0.43349215388298035},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3890262246131897},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3760118782520294},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3635934889316559}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8382385969161987},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.6649124622344971},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5274032950401306},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47821518778800964},{"id":"https://openalex.org/C88230418","wikidata":"https://www.wikidata.org/wiki/Q131476","display_name":"Graph theory","level":2,"score":0.43349215388298035},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3890262246131897},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3760118782520294},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3635934889316559},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2024.3365675","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2024.3365675","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4951725886","display_name":null,"funder_award_id":"62202103","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G607628066","display_name":null,"funder_award_id":"62372111","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":41,"referenced_works":["https://openalex.org/W2166944917","https://openalex.org/W2770480868","https://openalex.org/W2990949296","https://openalex.org/W3090369187","https://openalex.org/W3090837869","https://openalex.org/W3154569184","https://openalex.org/W3155912831","https://openalex.org/W3157999218","https://openalex.org/W3159080474","https://openalex.org/W3162073908","https://openalex.org/W3168104141","https://openalex.org/W3178875373","https://openalex.org/W3203682130","https://openalex.org/W3203910054","https://openalex.org/W3213120752","https://openalex.org/W4212905885","https://openalex.org/W4226092233","https://openalex.org/W4285260582","https://openalex.org/W4285483987","https://openalex.org/W4287726895","https://openalex.org/W4313270767","https://openalex.org/W4379409107","https://openalex.org/W4379801107","https://openalex.org/W4381162769","https://openalex.org/W4385570685","https://openalex.org/W4386453810","https://openalex.org/W4387623760","https://openalex.org/W4388430454","https://openalex.org/W4388579599","https://openalex.org/W6699364125","https://openalex.org/W6720006811","https://openalex.org/W6726873649","https://openalex.org/W6728757088","https://openalex.org/W6745537798","https://openalex.org/W6760001035","https://openalex.org/W6780489652","https://openalex.org/W6784203733","https://openalex.org/W6784958482","https://openalex.org/W6797220997","https://openalex.org/W6797785220","https://openalex.org/W6839545684"],"related_works":["https://openalex.org/W2055243143","https://openalex.org/W4321636575","https://openalex.org/W1986418932","https://openalex.org/W2357796999","https://openalex.org/W2045526782","https://openalex.org/W4385627933","https://openalex.org/W2532801570","https://openalex.org/W2480127678","https://openalex.org/W2806270048","https://openalex.org/W4310605282"],"abstract_inverted_index":{"With":[0],"flexible":[1],"mobility":[2],"and":[3,40,53,145,173],"broad":[4],"communication":[5],"coverage,":[6],"Unmanned":[7],"Aerial":[8],"Vehicles":[9],"(UAVs)":[10],"have":[11],"become":[12],"an":[13,96],"important":[14],"extension":[15],"of":[16,29,43,60,85,159],"Multi-access":[17],"Edge":[18],"Computing":[19],"(MEC)":[20],"systems,":[21],"exhibiting":[22],"great":[23],"potential":[24],"for":[25],"improving":[26],"the":[27,37,50,57,82,113,135,142,157,160,167],"performance":[28],"Federated":[30],"Graph":[31,127],"Learning":[32],"(FGL).":[33],"However,":[34],"due":[35],"to":[36,80,105,118,155],"limited":[38],"computing":[39],"storage":[41],"resources":[42],"UAVs,":[44,139],"they":[45],"may":[46],"not":[47],"well":[48],"handle":[49],"redundant":[51],"data":[52],"complex":[54],"models,":[55],"causing":[56],"inference":[58,83,136,175],"inefficiency":[59],"FGL":[61,76],"in":[62,88],"UAV-assisted":[63,89],"MEC":[64,90],"systems.":[65,91],"To":[66],"address":[67],"this":[68],"critical":[69],"challenge,":[70],"we":[71,93,123],"propose":[72],"a":[73],"novel":[74],"LightWeight":[75],"framework,":[77],"named":[78],"LW-FGL,":[79],"accelerate":[81],"speed":[84,176],"classification":[86,120,171],"models":[87,137],"Specifically,":[92],"first":[94],"design":[95],"adaptive":[97],"Information":[98],"Bottleneck":[99],"(IB)":[100],"principle,":[101],"which":[102,131],"enables":[103],"UAVs":[104],"obtain":[106],"well-compressed":[107],"worthy":[108],"subgraphs":[109],"by":[110],"filtering":[111],"out":[112],"information":[114],"that":[115,166],"is":[116],"irrelevant":[117],"downstream":[119],"tasks.":[121],"Next,":[122],"develop":[124],"improved":[125],"tiny":[126],"Neural":[128],"Networks":[129],"(GNNs),":[130],"are":[132,153],"used":[133],"as":[134],"on":[138],"thus":[140],"reducing":[141],"computational":[143],"complexity":[144],"redundancy.":[146],"Using":[147],"real-world":[148],"graph":[149],"datasets,":[150],"extensive":[151],"experiments":[152],"conducted":[154],"validate":[156],"effectiveness":[158],"proposed":[161],"LW-FGL.":[162],"The":[163],"results":[164],"show":[165],"LW-FGL":[168],"achieves":[169],"higher":[170],"accuracy":[172],"faster":[174],"than":[177],"state-of-the-art":[178],"methods.":[179]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2}],"updated_date":"2026-08-12T21:12:35.861297","created_date":"2025-10-10T00:00:00"}
