{"id":"https://openalex.org/W7141294144","doi":"https://doi.org/10.1109/icce67443.2026.11449595","title":"Severity-First Risk Prioritization for AI Poisoning in Edge-Integrated Internet of Vehicles","display_name":"Severity-First Risk Prioritization for AI Poisoning in Edge-Integrated Internet of Vehicles","publication_year":2026,"publication_date":"2026-02-03","ids":{"openalex":"https://openalex.org/W7141294144","doi":"https://doi.org/10.1109/icce67443.2026.11449595"},"language":null,"primary_location":{"id":"doi:10.1109/icce67443.2026.11449595","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icce67443.2026.11449595","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE International Conference on Consumer Electronics (ICCE)","raw_type":"proceedings-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/A5035335908","display_name":"Saif ul Islam","orcid":"https://orcid.org/0000-0002-9546-4195"},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Saif Ul Islam","raw_affiliation_strings":["University of Warwick,Warwick Manufacturing Group,United Kingdom"],"affiliations":[{"raw_affiliation_string":"University of Warwick,Warwick Manufacturing Group,United Kingdom","institution_ids":["https://openalex.org/I39555362"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086947949","display_name":"Mukesh Kumar","orcid":"https://orcid.org/0000-0001-5851-1231"},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mahender Kumar","raw_affiliation_strings":["University of Warwick,Warwick Manufacturing Group,United Kingdom"],"affiliations":[{"raw_affiliation_string":"University of Warwick,Warwick Manufacturing Group,United Kingdom","institution_ids":["https://openalex.org/I39555362"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080175512","display_name":"Carsten Maple","orcid":"https://orcid.org/0000-0002-4715-212X"},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Carsten Maple","raw_affiliation_strings":["University of Warwick,Warwick Manufacturing Group,United Kingdom"],"affiliations":[{"raw_affiliation_string":"University of Warwick,Warwick Manufacturing Group,United Kingdom","institution_ids":["https://openalex.org/I39555362"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043277300","display_name":"Gregory Epiphaniou","orcid":"https://orcid.org/0000-0003-1054-6368"},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Gregory Epiphaniou","raw_affiliation_strings":["University of Warwick,Warwick Manufacturing Group,United Kingdom"],"affiliations":[{"raw_affiliation_string":"University of Warwick,Warwick Manufacturing Group,United Kingdom","institution_ids":["https://openalex.org/I39555362"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100746245","display_name":"Pardeep Kumar","orcid":"https://orcid.org/0000-0001-8124-5509"},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Pardeep Kumar","raw_affiliation_strings":["University of Warwick,Warwick Manufacturing Group,United Kingdom"],"affiliations":[{"raw_affiliation_string":"University of Warwick,Warwick Manufacturing Group,United Kingdom","institution_ids":["https://openalex.org/I39555362"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072459625","display_name":"Andrew Lambert","orcid":"https://orcid.org/0000-0003-0390-4446"},"institutions":[{"id":"https://openalex.org/I2799939188","display_name":"Historic England","ror":"https://ror.org/01vnt7q67","country_code":"GB","type":"archive","lineage":["https://openalex.org/I2799939188"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Andrew Lambert","raw_affiliation_strings":["Electonic Media Services Ltd.,United Kingdom"],"affiliations":[{"raw_affiliation_string":"Electonic Media Services Ltd.,United Kingdom","institution_ids":["https://openalex.org/I2799939188"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5035335908"],"corresponding_institution_ids":["https://openalex.org/I39555362"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.92496126,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"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/T10761","display_name":"Vehicular Ad Hoc Networks (VANETs)","score":0.6047000288963318,"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"}},"topics":[{"id":"https://openalex.org/T10761","display_name":"Vehicular Ad Hoc Networks (VANETs)","score":0.6047000288963318,"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"}},{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.07400000095367432,"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/T13553","display_name":"Age of Information Optimization","score":0.03350000083446503,"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/the-internet","display_name":"The Internet","score":0.5694000124931335},{"id":"https://openalex.org/keywords/prioritization","display_name":"Prioritization","score":0.5586000084877014},{"id":"https://openalex.org/keywords/risk-assessment","display_name":"Risk assessment","score":0.3061999976634979},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.295199990272522}],"concepts":[{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.5694000124931335},{"id":"https://openalex.org/C2777615720","wikidata":"https://www.wikidata.org/wiki/Q11888847","display_name":"Prioritization","level":2,"score":0.5586000084877014},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.45329999923706055},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4343000054359436},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.4277999997138977},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.353300005197525},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.3061999976634979},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.30070000886917114},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.295199990272522},{"id":"https://openalex.org/C3017944768","wikidata":"https://www.wikidata.org/wiki/Q1450463","display_name":"Poison control","level":2,"score":0.2741999924182892}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icce67443.2026.11449595","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icce67443.2026.11449595","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE International Conference on Consumer Electronics (ICCE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W3102565497","https://openalex.org/W4317795078","https://openalex.org/W4391725279","https://openalex.org/W4399128192","https://openalex.org/W4399676531","https://openalex.org/W4400257644","https://openalex.org/W4401394214","https://openalex.org/W4402957942","https://openalex.org/W4407272603","https://openalex.org/W4413146189"],"related_works":[],"abstract_inverted_index":{"The":[0],"integration":[1],"of":[2,12],"artificial":[3],"intelligence":[4],"(AI)":[5],"and":[6,18,37,48,91,112,114,151,158],"edge":[7,167],"computing":[8],"in":[9,94,139,165],"the":[10,134],"Internet":[11],"vehicles":[13],"(IoV)":[14],"enables":[15],"real-time":[16],"perception":[17],"decision-making,":[19],"but":[20,60],"also":[21],"introduces":[22],"new":[23],"cybersecurity":[24,149],"risks.":[25],"Among":[26],"these,":[27],"data":[28],"poisoning":[29,85],"attacks":[30],"can":[31],"compromise":[32],"training":[33],"pipelines,":[34],"sensor":[35],"inputs,":[36],"model":[38],"updates,":[39,155],"leading":[40],"to":[41,88],"hazardous":[42],"system":[43],"behavior.":[44],"Traditional":[45],"failure":[46,89,128],"modes":[47,90,129],"effects":[49],"analysis":[50],"(FMEA)":[51],"based":[52],"on":[53],"risk":[54,69],"priority":[55,75],"number":[56],"may":[57],"under-prioritize":[58],"rare":[59],"severe":[61],"adversarial":[62],"failures.":[63],"This":[64],"paper":[65],"presents":[66],"a":[67],"severity-first":[68],"prioritization":[70,138],"framework":[71],"that":[72,125],"applies":[73],"action":[74],"(AP)":[76],"logic":[77],"using":[78,106],"structured":[79],"severity-occurrence-detection":[80],"(S-O-D)":[81],"scoring.":[82],"We":[83,97],"map":[84],"attack":[86],"vectors":[87],"operational":[92],"consequences":[93],"edge-integrated":[95],"IoV.":[96,142],"assign":[98],"S-O-D":[99],"scores":[100],"adapted":[101],"from":[102],"AIAG-VDA":[103],"FMEA":[104],"Handbook,":[105],"expert":[107],"judgment":[108],"informed":[109],"by":[110],"standards":[111,150],"literature,":[113],"derive":[115],"AP":[116],"via":[117],"rule-based,":[118],"severity-dominant":[119],"decision":[120],"logic.":[121],"Our":[122],"findings":[123],"show":[124],"most":[126],"poisoning-related":[127],"require":[130],"high-priority":[131],"action,":[132],"emphasizing":[133],"need":[135],"for":[136,153],"severity-led":[137],"safety-critical":[140],"edge-AI-enabled":[141],"Mitigation":[143],"measures":[144],"are":[145],"aligned":[146],"with":[147],"automotive":[148],"regulations":[152],"secure":[154],"vehicle-to-everything":[156],"communication":[157],"edge-AI":[159],"pipeline":[160],"integrity,":[161],"supporting":[162],"practical":[163],"deployment":[164],"vehicular":[166],"environments.":[168]},"counts_by_year":[],"updated_date":"2026-03-29T06:01:01.467347","created_date":"2026-03-28T00:00:00"}