{"id":"https://openalex.org/W4413017994","doi":"https://doi.org/10.1109/medcomnet65822.2025.11103513","title":"Lightweight Hardware-Assisted Secure Collaborative Learning","display_name":"Lightweight Hardware-Assisted Secure Collaborative Learning","publication_year":2025,"publication_date":"2025-06-25","ids":{"openalex":"https://openalex.org/W4413017994","doi":"https://doi.org/10.1109/medcomnet65822.2025.11103513"},"language":"en","primary_location":{"id":"doi:10.1109/medcomnet65822.2025.11103513","is_oa":false,"landing_page_url":"https://doi.org/10.1109/medcomnet65822.2025.11103513","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 23rd Mediterranean Communication and Computer Networking Conference (MedComNet)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5072351533","display_name":"Wassila Lalouani","orcid":"https://orcid.org/0000-0002-0801-5827"},"institutions":[{"id":"https://openalex.org/I4322298","display_name":"Towson University","ror":"https://ror.org/044w7a341","country_code":"US","type":"education","lineage":["https://openalex.org/I4322298"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Wassila Lalouani","raw_affiliation_strings":["Towson University,Department of Computer and Information Science,Maryland,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Towson University,Department of Computer and Information Science,Maryland,USA","institution_ids":["https://openalex.org/I4322298"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5072351533"],"corresponding_institution_ids":["https://openalex.org/I4322298"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.18685655,"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":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.6241000294685364,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.6241000294685364,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10927","display_name":"Access Control and Trust","score":0.6003999710083008,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11283","display_name":"Experimental Learning in Engineering","score":0.5579000115394592,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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":0.7418823838233948},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.43149834871292114},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.4303989112377167},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.38507789373397827},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3755300045013428}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7418823838233948},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.43149834871292114},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.4303989112377167},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.38507789373397827},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3755300045013428}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/medcomnet65822.2025.11103513","is_oa":false,"landing_page_url":"https://doi.org/10.1109/medcomnet65822.2025.11103513","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 23rd Mediterranean Communication and Computer Networking Conference (MedComNet)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320333098","display_name":"Jess and Mildred Fisher College of Science and Mathematics","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W39299451","https://openalex.org/W1514889335","https://openalex.org/W2131789459","https://openalex.org/W2535838896","https://openalex.org/W2619579631","https://openalex.org/W3015636663","https://openalex.org/W4221035614","https://openalex.org/W4396941570","https://openalex.org/W4401613288","https://openalex.org/W6703049675","https://openalex.org/W6728757088","https://openalex.org/W6756840679"],"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":{"Federated":[0,172],"Learning":[1],"(FL)":[2],"has":[3],"emerged":[4],"as":[5,65,84,104,148],"a":[6,22,52,120,127,165,203,221],"transformative":[7],"paradigm":[8],"in":[9,55,96,191],"decentralized":[10],"machine":[11],"learning,":[12],"enabling":[13],"Internet":[14],"of":[15],"Things":[16],"(IoT)":[17],"devices":[18,180],"to":[19,58,91,119,181,225],"collaboratively":[20],"train":[21],"global":[23],"model":[24,71,110,149,199],"while":[25,201,253],"preserving":[26],"data":[27,196],"privacy.":[28],"FL":[29,57,129],"significantly":[30],"enhances":[31,195],"security":[32,139,168],"and":[33,43,60,75,88,115,144,155,160,187,198,219,241],"reduces":[34],"communication":[35,142,157],"overhead,":[36],"making":[37],"it":[38],"particularly":[39],"well-suited":[40],"for":[41,170,206,215],"resource-constrained":[42],"dynamic":[44,183,216],"environments.":[45],"Similarly,":[46],"Unmanned":[47],"Aerial":[48],"Vehicles":[49],"(UAVs)":[50],"play":[51],"crucial":[53],"role":[54],"extending":[56],"mobile":[59],"distributed":[61],"IoT":[62,161,179],"networks,":[63],"acting":[64],"intelligent":[66],"edge":[67],"nodes":[68],"that":[69],"facilitate":[70,182],"training":[72],"across":[73],"diverse":[74],"geographically":[76],"dispersed":[77],"devices.":[78],"UAVs":[79,106,125,159],"offer":[80],"key":[81,184,217],"advantages":[82],"such":[83,147],"mobility,":[85],"adaptive":[86],"coverage,":[87],"the":[89,230],"ability":[90],"form":[92],"ad-hoc":[93],"federated":[94,135],"networks":[95],"areas":[97],"with":[98],"limited":[99],"or":[100,123],"no":[101],"infrastructure.":[102],"Functioning":[103],"aggregators,":[105],"collect":[107],"locally":[108],"trained":[109],"updates,":[111],"perform":[112],"on-board":[113],"computations,":[114],"transmit":[116],"aggregated":[117],"models":[118],"central":[121],"server":[122],"other":[124],"within":[126],"hierarchical":[128],"framework.":[130],"Despite":[131],"its":[132],"advantages,":[133],"UAV-enabled":[134,171],"learning":[136,154,256],"presents":[137],"significant":[138],"challenges,":[140],"including":[141],"vulnerabilities":[143],"adversarial":[145,251],"threats":[146],"poisoning.":[150],"To":[151],"ensure":[152,226],"trustworthy":[153],"authenticated":[156],"between":[158],"devices,":[162],"we":[163,211],"propose":[164],"lightweight":[166,222],"hardware":[167,176],"mechanism":[169,205],"Learning.":[173],"We":[174],"leverage":[175],"fingerprints":[177],"from":[178],"generation,":[185],"authentication,":[186],"secure":[188,227],"weight":[189],"sharing":[190],"FL.":[192],"This":[193],"approach":[194,235],"confidentiality":[197],"integrity":[200],"providing":[202],"robust":[204],"detecting":[207],"malicious":[208],"participants.":[209],"Furthermore,":[210],"utilize":[212],"chaotic":[213],"maps":[214],"updates":[218],"employ":[220],"decryption":[223],"scheme":[224],"aggregation":[228],"at":[229],"UAV":[231],"level.":[232],"The":[233],"proposed":[234],"is":[236],"evaluated":[237],"through":[238],"formal":[239],"analysis":[240],"simulations":[242],"using":[243],"FPGA-generated":[244],"PUF":[245],"data,":[246],"demonstrating":[247],"strong":[248],"resilience":[249],"against":[250],"participants":[252],"achieving":[254],"faster":[255],"convergence.":[257]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}