{"id":"https://openalex.org/W4414956259","doi":"https://doi.org/10.1109/jiot.2025.3592420","title":"CISL: A Multiple Collaborative-Iterative-Distillation-Based Swarm Learning Framework for Internet of Vehicles","display_name":"CISL: A Multiple Collaborative-Iterative-Distillation-Based Swarm Learning Framework for Internet of Vehicles","publication_year":2025,"publication_date":"2025-10-08","ids":{"openalex":"https://openalex.org/W4414956259","doi":"https://doi.org/10.1109/jiot.2025.3592420"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2025.3592420","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3592420","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/A5051674275","display_name":"W. Zhang","orcid":"https://orcid.org/0000-0003-4357-4875"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wenyuan Zhang","raw_affiliation_strings":["School of Computer Science and Engineering, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015126953","display_name":"Zhixi Yun","orcid":"https://orcid.org/0000-0002-8226-7408"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhixi Yun","raw_affiliation_strings":["School of Computer Science and Engineering, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046312961","display_name":"Miao Du","orcid":"https://orcid.org/0000-0002-7303-8726"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Miao Du","raw_affiliation_strings":["School of Computer Science and Engineering, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016055499","display_name":"Xin Guo","orcid":"https://orcid.org/0000-0002-7465-9356"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Guo","raw_affiliation_strings":["School of Computer Science and Engineering, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103216531","display_name":"Naixue Xiong","orcid":"https://orcid.org/0000-0002-0394-4635"},"institutions":[{"id":"https://openalex.org/I162709352","display_name":"Sul Ross State University","ror":"https://ror.org/03x7qhw59","country_code":"US","type":"education","lineage":["https://openalex.org/I162709352"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Neal N. Xiong","raw_affiliation_strings":["Department of Computer Science and Mathematics, Sul Ross State University, Alpine, TX, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Mathematics, Sul Ross State University, Alpine, TX, USA","institution_ids":["https://openalex.org/I162709352"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5051674275"],"corresponding_institution_ids":["https://openalex.org/I76569877"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.3485693,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"12","issue":"20","first_page":"41650","last_page":"41663"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.8400999903678894,"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"}},"topics":[{"id":"https://openalex.org/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.8400999903678894,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.7838000059127808,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.6518999934196472},{"id":"https://openalex.org/keywords/bottleneck","display_name":"Bottleneck","score":0.6467000246047974},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.5091999769210815},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5083000063896179},{"id":"https://openalex.org/keywords/swarm-behaviour","display_name":"Swarm behaviour","score":0.5072000026702881},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.46779999136924744},{"id":"https://openalex.org/keywords/swarm-intelligence","display_name":"Swarm intelligence","score":0.3880000114440918},{"id":"https://openalex.org/keywords/collaborative-learning","display_name":"Collaborative learning","score":0.3546000123023987},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.3296999931335449}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8474000096321106},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.6518999934196472},{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.6467000246047974},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.527899980545044},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.5091999769210815},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5083000063896179},{"id":"https://openalex.org/C181335050","wikidata":"https://www.wikidata.org/wiki/Q14915018","display_name":"Swarm behaviour","level":2,"score":0.5072000026702881},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.46779999136924744},{"id":"https://openalex.org/C119487961","wikidata":"https://www.wikidata.org/wiki/Q863960","display_name":"Swarm intelligence","level":3,"score":0.3880000114440918},{"id":"https://openalex.org/C138020889","wikidata":"https://www.wikidata.org/wiki/Q2349659","display_name":"Collaborative learning","level":2,"score":0.3546000123023987},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.3296999931335449},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32199999690055847},{"id":"https://openalex.org/C143587482","wikidata":"https://www.wikidata.org/wiki/Q1543216","display_name":"Iterative and incremental development","level":2,"score":0.30309998989105225},{"id":"https://openalex.org/C2776960227","wikidata":"https://www.wikidata.org/wiki/Q2586354","display_name":"Knowledge transfer","level":2,"score":0.30160000920295715},{"id":"https://openalex.org/C554579003","wikidata":"https://www.wikidata.org/wiki/Q474157","display_name":"Collaborative software","level":2,"score":0.28700000047683716},{"id":"https://openalex.org/C152124472","wikidata":"https://www.wikidata.org/wiki/Q1204361","display_name":"Redundancy (engineering)","level":2,"score":0.28630000352859497},{"id":"https://openalex.org/C2776321320","wikidata":"https://www.wikidata.org/wiki/Q857525","display_name":"Annotation","level":2,"score":0.28110000491142273},{"id":"https://openalex.org/C173414695","wikidata":"https://www.wikidata.org/wiki/Q5510276","display_name":"Fusion mechanism","level":4,"score":0.2734000086784363},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2680000066757202},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.2662999927997589},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.26089999079704285},{"id":"https://openalex.org/C2776807809","wikidata":"https://www.wikidata.org/wiki/Q6510160","display_name":"Learning automata","level":3,"score":0.25690001249313354},{"id":"https://openalex.org/C13687954","wikidata":"https://www.wikidata.org/wiki/Q4826847","display_name":"Autonomous agent","level":2,"score":0.25600001215934753},{"id":"https://openalex.org/C2779086853","wikidata":"https://www.wikidata.org/wiki/Q5283157","display_name":"Distributed knowledge","level":2,"score":0.2547999918460846},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.25049999356269836}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2025.3592420","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3592420","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":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W2026297770","https://openalex.org/W3123191313","https://openalex.org/W3134977619","https://openalex.org/W3141518839","https://openalex.org/W3164715504","https://openalex.org/W3166824036","https://openalex.org/W3186057751","https://openalex.org/W3187661226","https://openalex.org/W3199788090","https://openalex.org/W3211199052","https://openalex.org/W4210935571","https://openalex.org/W4285601829","https://openalex.org/W4293195404","https://openalex.org/W4294733424","https://openalex.org/W4309930295","https://openalex.org/W4312703879","https://openalex.org/W4313022127","https://openalex.org/W4317436377","https://openalex.org/W4318041137","https://openalex.org/W4319865686","https://openalex.org/W4321609064","https://openalex.org/W4323338483","https://openalex.org/W4361761492","https://openalex.org/W4365128754","https://openalex.org/W4382119217","https://openalex.org/W4385245983","https://openalex.org/W4385819730","https://openalex.org/W4386260702","https://openalex.org/W4386275747","https://openalex.org/W4386736648","https://openalex.org/W4387092277","https://openalex.org/W4387250147","https://openalex.org/W4388666567","https://openalex.org/W4388878535","https://openalex.org/W4389403464","https://openalex.org/W4390827995","https://openalex.org/W4391528168","https://openalex.org/W4391929667","https://openalex.org/W4394809297","https://openalex.org/W4395481869","https://openalex.org/W4396214366","https://openalex.org/W4399415795","https://openalex.org/W4409249298"],"related_works":[],"abstract_inverted_index":{"As":[0],"a":[1,10,60,123,145,170],"data-free":[2],"knowledge":[3,14,89,110,131,165],"transfer":[4,90],"paradigm,":[5],"federated":[6,39,79],"learning":[7,66],"(FL)":[8],"provides":[9],"novel":[11],"solution":[12],"for":[13,69],"fusion":[15],"in":[16,20,32],"smart":[17],"cities,":[18],"especially":[19],"the":[21,29,33,36,104,136,177],"field":[22],"of":[23,25,38,108,132,181],"Internet":[24],"Vehicles":[26],"(IoV).":[27],"However,":[28],"bandwidth":[30],"bottleneck":[31],"IoV":[34],"limits":[35],"efficiency":[37],"collaboration,":[40],"while":[41],"trust":[42],"issues":[43],"associated":[44],"with":[45],"aggregation":[46],"servers":[47],"reduce":[48],"users\u2019":[49],"willingness":[50],"to":[51,77,112,153,174,202],"collaborate.":[52],"To":[53],"address":[54],"these":[55],"challenges,":[56],"this":[57],"article":[58],"proposes":[59,122],"multiple":[61,73],"collaborative":[62,74,124,147],"iterative":[63,75,125],"distillation-based":[64],"swarm":[65,95],"(CISL)":[67],"framework":[68],"IoV.":[70],"CISL":[71,121,143,168,205],"leverages":[72],"distillations":[76],"transform":[78],"collaboration":[80,96],"into":[81],"serverless":[82],"cross-device":[83,139],"and":[84,91,106,116,156,179,186,209,214],"cross-decentralized":[85],"autonomous":[86],"organization":[87],"(DAO)":[88],"fusion,":[92],"enabling":[93,150],"trustworthy":[94],"under":[97],"bandwidth-constrained":[98],"conditions.":[99],"Moreover,":[100],"it":[101],"adaptively":[102,175],"adjusts":[103],"inheritance":[105,178],"elimination":[107,180],"shared":[109],"(SK)":[111],"enhance":[113],"model":[114],"adaptability":[115,208],"improve":[117],"single-vehicle":[118],"performance.":[119,189],"Specifically,":[120],"distillation":[126,148],"mechanism":[127],"that":[128],"progressively":[129],"integrates":[130],"other":[133,160],"vehicles":[134],"within":[135],"DAO,":[137],"achieving":[138],"SK":[140,158],"fusion.":[141],"Meanwhile,":[142],"introduces":[144],"multisage":[146],"mechanism,":[149],"each":[151],"DAO":[152],"collaboratively":[154],"distill":[155],"integrate":[157],"from":[159],"DAOs,":[161],"thereby":[162],"expanding":[163],"its":[164],"domain.":[166],"Additionally,":[167],"employs":[169],"dynamic":[171],"balancing":[172],"strategy":[173],"regulate":[176],"SK,":[182],"optimizing":[183],"local":[184],"models":[185],"enhancing":[187],"their":[188],"Comprehensive":[190],"experiments":[191],"conducted":[192],"on":[193],"six":[194],"benchmarks":[195],"across":[196,211],"two":[197],"scenarios":[198],"demonstrate":[199],"that,":[200],"compared":[201],"state-of-the-art":[203],"methods,":[204],"exhibits":[206],"superior":[207],"robustness":[210],"different":[212],"datasets":[213],"task":[215],"scenarios.":[216]},"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-10-10T00:00:00"}
