{"id":"https://openalex.org/W4409058576","doi":"https://doi.org/10.1109/tifs.2025.3556349","title":"SHEATH: Defending Horizontal Collaboration for Distributed CNNs Against Adversarial Noise","display_name":"SHEATH: Defending Horizontal Collaboration for Distributed CNNs Against Adversarial Noise","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4409058576","doi":"https://doi.org/10.1109/tifs.2025.3556349"},"language":"en","primary_location":{"id":"doi:10.1109/tifs.2025.3556349","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tifs.2025.3556349","pdf_url":null,"source":{"id":"https://openalex.org/S61310614","display_name":"IEEE Transactions on Information Forensics and Security","issn_l":"1556-6013","issn":["1556-6013","1556-6021"],"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 Transactions on Information Forensics and Security","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/A5090768617","display_name":"Muneeba Asif","orcid":"https://orcid.org/0009-0001-4378-279X"},"institutions":[{"id":"https://openalex.org/I19700959","display_name":"Florida International University","ror":"https://ror.org/02gz6gg07","country_code":"US","type":"education","lineage":["https://openalex.org/I19700959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Muneeba Asif","raw_affiliation_strings":["Analytics for Cyber Defense (ACyD) Laboratory, Florida International University, Miami, FL, USA","Analytics for Cyber Defense (ACyD) Lab, Florida International University, USA"],"raw_orcid":"https://orcid.org/0009-0001-4378-279X","affiliations":[{"raw_affiliation_string":"Analytics for Cyber Defense (ACyD) Laboratory, Florida International University, Miami, FL, USA","institution_ids":["https://openalex.org/I19700959"]},{"raw_affiliation_string":"Analytics for Cyber Defense (ACyD) Lab, Florida International University, USA","institution_ids":["https://openalex.org/I19700959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114418723","display_name":"Mohammad Kumail Kazmi","orcid":null},"institutions":[{"id":"https://openalex.org/I19700959","display_name":"Florida International University","ror":"https://ror.org/02gz6gg07","country_code":"US","type":"education","lineage":["https://openalex.org/I19700959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohammad Kumail Kazmi","raw_affiliation_strings":["Analytics for Cyber Defense (ACyD) Laboratory, Florida International University, Miami, FL, USA","Analytics for Cyber Defense (ACyD) Lab, Florida International University, USA"],"raw_orcid":"https://orcid.org/0009-0007-2327-7300","affiliations":[{"raw_affiliation_string":"Analytics for Cyber Defense (ACyD) Laboratory, Florida International University, Miami, FL, USA","institution_ids":["https://openalex.org/I19700959"]},{"raw_affiliation_string":"Analytics for Cyber Defense (ACyD) Lab, Florida International University, USA","institution_ids":["https://openalex.org/I19700959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100648380","display_name":"Mohammad Ashiqur Rahman","orcid":"https://orcid.org/0000-0002-2963-7430"},"institutions":[{"id":"https://openalex.org/I19700959","display_name":"Florida International University","ror":"https://ror.org/02gz6gg07","country_code":"US","type":"education","lineage":["https://openalex.org/I19700959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohammad Ashiqur Rahman","raw_affiliation_strings":["Analytics for Cyber Defense (ACyD) Laboratory, Florida International University, Miami, FL, USA","Analytics for Cyber Defense (ACyD) Lab, Florida International University, USA"],"raw_orcid":"https://orcid.org/0000-0002-2963-7430","affiliations":[{"raw_affiliation_string":"Analytics for Cyber Defense (ACyD) Laboratory, Florida International University, Miami, FL, USA","institution_ids":["https://openalex.org/I19700959"]},{"raw_affiliation_string":"Analytics for Cyber Defense (ACyD) Lab, Florida International University, USA","institution_ids":["https://openalex.org/I19700959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034599612","display_name":"Syed Rafay Hasan","orcid":"https://orcid.org/0000-0003-0183-8086"},"institutions":[{"id":"https://openalex.org/I63920570","display_name":"Tennessee Technological University","ror":"https://ror.org/05drmrq39","country_code":"US","type":"education","lineage":["https://openalex.org/I63920570"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Syed Rafay Hasan","raw_affiliation_strings":["Department of Electrical and Computer, Tennessee Technological University, Cookeville, TN, USA","Department of Electrical and Computer, Tennessee Technological University, USA"],"raw_orcid":"https://orcid.org/0000-0003-0183-8086","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer, Tennessee Technological University, Cookeville, TN, USA","institution_ids":["https://openalex.org/I63920570"]},{"raw_affiliation_string":"Department of Electrical and Computer, Tennessee Technological University, USA","institution_ids":["https://openalex.org/I63920570"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008918228","display_name":"Soamar Homsi","orcid":null},"institutions":[{"id":"https://openalex.org/I1280414376","display_name":"United States Air Force Research Laboratory","ror":"https://ror.org/02e2egq70","country_code":"US","type":"facility","lineage":["https://openalex.org/I1280414376","https://openalex.org/I1330347796","https://openalex.org/I4210102105","https://openalex.org/I4389425425"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Soamar Homsi","raw_affiliation_strings":["Information Warfare Division, Air Force Research Laboratory, Rome, NY, USA","Information Warfare Division, AirForce Research Laboratory, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Warfare Division, Air Force Research Laboratory, Rome, NY, USA","institution_ids":["https://openalex.org/I1280414376"]},{"raw_affiliation_string":"Information Warfare Division, AirForce Research Laboratory, USA","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.792,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.90135821,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"20","issue":null,"first_page":"4353","last_page":"4368"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9962000250816345,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9962000250816345,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9718000292778015,"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/computer-science","display_name":"Computer science","score":0.7914668321609497},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.7646488547325134},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.5995657444000244},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.4146652817726135},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3482004404067993},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.33583247661590576},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.32945680618286133}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7914668321609497},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.7646488547325134},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.5995657444000244},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.4146652817726135},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3482004404067993},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.33583247661590576},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.32945680618286133},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tifs.2025.3556349","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tifs.2025.3556349","pdf_url":null,"source":{"id":"https://openalex.org/S61310614","display_name":"IEEE Transactions on Information Forensics and Security","issn_l":"1556-6013","issn":["1556-6013","1556-6021"],"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 Transactions on Information Forensics and Security","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.47999998927116394,"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10"}],"awards":[{"id":"https://openalex.org/G3923545121","display_name":null,"funder_award_id":"DE-NA0004016","funder_id":"https://openalex.org/F4320320398","funder_display_name":"Office of Energy"},{"id":"https://openalex.org/G7417348495","display_name":null,"funder_award_id":"DE-NA0004016","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"}],"funders":[{"id":"https://openalex.org/F4320306084","display_name":"U.S. Department of Energy","ror":"https://ror.org/01bj3aw27"},{"id":"https://openalex.org/F4320320398","display_name":"Office of Energy","ror":"https://ror.org/00vjrcd64"},{"id":"https://openalex.org/F4320338279","display_name":"Air Force Office of Scientific Research","ror":"https://ror.org/011e9bt93"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W2416799949","https://openalex.org/W2529888077","https://openalex.org/W2612193523","https://openalex.org/W2738412532","https://openalex.org/W2798618377","https://openalex.org/W2896180420","https://openalex.org/W2899111971","https://openalex.org/W2962814013","https://openalex.org/W2964082701","https://openalex.org/W2964357465","https://openalex.org/W2968827425","https://openalex.org/W2980856918","https://openalex.org/W2997560666","https://openalex.org/W3005645996","https://openalex.org/W3007264885","https://openalex.org/W3015256362","https://openalex.org/W3015898520","https://openalex.org/W3089807438","https://openalex.org/W3100601320","https://openalex.org/W3110777925","https://openalex.org/W3116676518","https://openalex.org/W3117065193","https://openalex.org/W3123375290","https://openalex.org/W3130823781","https://openalex.org/W3162668736","https://openalex.org/W3172552249","https://openalex.org/W3199221149","https://openalex.org/W3216099748","https://openalex.org/W4205144643","https://openalex.org/W4210493845","https://openalex.org/W4213074318","https://openalex.org/W4220676445","https://openalex.org/W4235435541","https://openalex.org/W4285722492","https://openalex.org/W4292070570","https://openalex.org/W4307926598","https://openalex.org/W4319300189","https://openalex.org/W4400648113","https://openalex.org/W4402673797","https://openalex.org/W4403277875","https://openalex.org/W6761100157","https://openalex.org/W6779552448"],"related_works":["https://openalex.org/W2502115930","https://openalex.org/W2482350142","https://openalex.org/W4246396837","https://openalex.org/W3126451824","https://openalex.org/W1561927205","https://openalex.org/W3191453585","https://openalex.org/W4297672492","https://openalex.org/W4310988119","https://openalex.org/W4285226279","https://openalex.org/W4288019534"],"abstract_inverted_index":{"As":[0],"edge":[1,151],"computing":[2],"and":[3,48,90,122,160,177],"the":[4,67,75,131,146],"Internet":[5],"of":[6,145],"Things":[7],"(IoT)":[8],"expand,":[9],"horizontal":[10],"collaboration":[11],"(HC)":[12],"emerges":[13],"as":[14],"a":[15,25,106],"distributed":[16,39,53],"data":[17,49,159],"processing":[18],"solution":[19],"for":[20,42,84,96,109],"resource-constrained":[21],"devices.":[22],"In":[23],"particular,":[24],"convolutional":[26],"neural":[27],"network":[28],"(CNN)":[29],"model":[30,47,148,161],"can":[31,80],"be":[32],"deployed":[33],"on":[34,126,154],"multiple":[35],"IoT":[36],"devices,":[37],"allowing":[38],"inference":[40,128],"execution":[41],"image":[43],"recognition":[44],"while":[45],"ensuring":[46],"privacy.":[50],"Yet,":[51],"this":[52],"architecture":[54],"remains":[55],"vulnerable":[56],"to":[57,61,74,118,138],"adversaries":[58],"who":[59],"want":[60],"make":[62],"subtle":[63],"alterations":[64],"that":[65],"impact":[66],"model,":[68],"even":[69],"if":[70],"they":[71],"lack":[72],"access":[73],"entire":[76],"model.":[77],"Such":[78],"vulnerabilities":[79,98,140],"have":[81,99],"severe":[82],"implications":[83],"various":[85],"sectors,":[86],"including":[87],"healthcare,":[88],"military,":[89],"autonomous":[91],"systems.":[92],"However,":[93],"security":[94,164],"solutions":[95],"these":[97],"not":[100],"been":[101],"explored.":[102],"This":[103],"paper":[104],"presents":[105],"novel":[107],"framework":[108],"Secure":[110],"Horizontal":[111],"Edge":[112],"with":[113],"Adversarial":[114],"Threat":[115],"Handling":[116],"(SHEATH)":[117],"detect":[119],"adversarial":[120,166],"noise":[121,167],"eliminate":[123],"its":[124],"effect":[125],"CNN":[127,147,181],"by":[129],"recovering":[130],"original":[132],"feature":[133],"maps.":[134],"Specifically,":[135],"SHEATH":[136],"aims":[137],"address":[139],"without":[141],"requiring":[142],"complete":[143],"knowledge":[144],"in":[149,168],"HC":[150,170],"architectures":[152],"based":[153],"sequential":[155],"partitioning.":[156],"It":[157],"ensures":[158],"integrity,":[162],"offering":[163],"against":[165],"diverse":[169,180],"environments.":[171],"Our":[172],"evaluations":[173],"demonstrate":[174],"SHEATH\u2019s":[175],"adaptability":[176],"effectiveness":[178],"across":[179],"configurations.":[182]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}