{"id":"https://openalex.org/W4400235422","doi":"https://doi.org/10.1109/iscas58744.2024.10558371","title":"Live Demonstration: Man-in-the-Middle Attack on Edge Artificial Intelligence","display_name":"Live Demonstration: Man-in-the-Middle Attack on Edge Artificial Intelligence","publication_year":2024,"publication_date":"2024-05-19","ids":{"openalex":"https://openalex.org/W4400235422","doi":"https://doi.org/10.1109/iscas58744.2024.10558371"},"language":"en","primary_location":{"id":"doi:10.1109/iscas58744.2024.10558371","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iscas58744.2024.10558371","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Circuits and Systems (ISCAS)","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/A5101996881","display_name":"Bowen Hu","orcid":"https://orcid.org/0000-0001-5138-7127"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Bowen Hu","raw_affiliation_strings":["Nanyang Technological University,Centre for Integrated Circuits and Systems, School of Electrical and Electronic Engineering,Singapore,Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Technological University,Centre for Integrated Circuits and Systems, School of Electrical and Electronic Engineering,Singapore,Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100561730","display_name":"Weiyang He","orcid":"https://orcid.org/0009-0005-6109-4009"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Weiyang He","raw_affiliation_strings":["Nanyang Technological University,Centre for Integrated Circuits and Systems, School of Electrical and Electronic Engineering,Singapore,Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Technological University,Centre for Integrated Circuits and Systems, School of Electrical and Electronic Engineering,Singapore,Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022526666","display_name":"Si Wang","orcid":"https://orcid.org/0000-0002-5704-0981"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Si Wang","raw_affiliation_strings":["Nanyang Technological University,Centre for Integrated Circuits and Systems, School of Electrical and Electronic Engineering,Singapore,Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Technological University,Centre for Integrated Circuits and Systems, School of Electrical and Electronic Engineering,Singapore,Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000387478","display_name":"Wenye Liu","orcid":"https://orcid.org/0000-0003-4590-5367"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Wenye Liu","raw_affiliation_strings":["Nanyang Technological University,Centre for Integrated Circuits and Systems, School of Electrical and Electronic Engineering,Singapore,Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Technological University,Centre for Integrated Circuits and Systems, School of Electrical and Electronic Engineering,Singapore,Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029335324","display_name":"Chip-Hong Chang","orcid":"https://orcid.org/0000-0002-8897-6176"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Chip-Hong Chang","raw_affiliation_strings":["Nanyang Technological University,Centre for Integrated Circuits and Systems, School of Electrical and Electronic Engineering,Singapore,Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Technological University,Centre for Integrated Circuits and Systems, School of Electrical and Electronic Engineering,Singapore,Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.13018655,"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":"1"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10270","display_name":"Blockchain Technology Applications and Security","score":0.583299994468689,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.583299994468689,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.5726553201675415},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5556144118309021},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5287489295005798}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5726553201675415},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5556144118309021},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5287489295005798}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/iscas58744.2024.10558371","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iscas58744.2024.10558371","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"},{"id":"pmh:oai:dr.ntu.edu.sg:10356/174146","is_oa":false,"landing_page_url":"https://hdl.handle.net/10356/174146","pdf_url":null,"source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference Paper"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320311687","display_name":"Ministry of Education","ror":"https://ror.org/03m01yf64"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":1,"referenced_works":["https://openalex.org/W4304141734"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Deep":[0],"neural":[1],"networks":[2],"(DNNs)":[3],"are":[4,13,22,34,72,87,98,109],"susceptible":[5],"to":[6,16,55,74,155],"evasion":[7,85],"attacks.":[8],"However,":[9],"digital":[10,81],"adversarial":[11,38,78,96],"examples":[12],"typically":[14],"applied":[15],"pre-captured":[17],"static":[18],"images.":[19],"The":[20,164],"perturbations":[21],"generated":[23],"by":[24,101,169],"loss":[25],"optimization":[26],"with":[27,45,139],"knowledge":[28],"of":[29,62,182],"target":[30,48,54,64,184],"model":[31,102],"hyperparameters":[32],"and":[33,82,94,104,142,150,180],"added":[35],"offline.":[36],"Physical":[37],"examples,":[39],"on":[40,111,126],"the":[41,46,57,76,95,107,148,151,160,183,186],"other":[42],"hand,":[43],"tamper":[44],"physical":[47,77,83],"or":[49],"use":[50],"a":[51,121],"realistically":[52],"fabricated":[53],"fool":[56],"DNN.":[58],"A":[59,134],"sufficient":[60],"number":[61],"pristine":[63],"samples":[65],"captured":[66],"under":[67],"different":[68],"varying":[69],"environmental":[70],"conditions":[71],"required":[73],"create":[75],"perturbations.":[79],"Both":[80],"input":[84],"attacks":[86],"not":[88],"robust":[89],"against":[90],"dynamic":[91,170],"object-scene":[92],"variations":[93,172],"effects":[97],"often":[99],"weak-ened":[100],"reduction":[103],"quantization":[105],"when":[106],"DNNs":[108],"implemented":[110],"edge":[112,128,152],"artificial":[113],"intelligence":[114],"(AI)":[115],"accelerator":[116,154],"platforms.":[117],"This":[118],"demonstration":[119],"presents":[120],"practical":[122],"man-in-the-middle":[123],"(MITM)":[124],"attack":[125,165],"an":[127],"DNN":[129],"first":[130],"reported":[131],"in":[132,176],"[1].":[133],"tiny":[135],"MIPI":[136],"FPGA":[137],"chip":[138],"hardened":[140],"CSI-2":[141],"D-PHY":[143],"blocks":[144],"is":[145,166],"attached":[146],"between":[147],"camera":[149],"AI":[153],"inject":[156],"unobtrusive":[157],"stripes":[158],"onto":[159],"RAW":[161],"image":[162],"data.":[163],"less":[167],"influenced":[168],"context":[171],"such":[173],"as":[174],"changes":[175],"viewing":[177],"angle,":[178],"illumination,":[179],"distance":[181],"from":[185],"camera.":[187]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}