{"id":"https://openalex.org/W7163536076","doi":"https://doi.org/10.23919/date69613.2026.11539086","title":"Focus Session: Exploring Semantic Leakage in Edge FPGA Implementations of Neural Networks","display_name":"Focus Session: Exploring Semantic Leakage in Edge FPGA Implementations of Neural Networks","publication_year":2026,"publication_date":"2026-04-20","ids":{"openalex":"https://openalex.org/W7163536076","doi":"https://doi.org/10.23919/date69613.2026.11539086"},"language":null,"primary_location":{"id":"doi:10.23919/date69613.2026.11539086","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date69613.2026.11539086","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 Design, Automation &amp;amp; Test in Europe Conference (DATE)","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/A5108929515","display_name":"Zhuoran Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I145872427","display_name":"Radboud University Nijmegen","ror":"https://ror.org/016xsfp80","country_code":"NL","type":"education","lineage":["https://openalex.org/I145872427"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Zhuoran Liu","raw_affiliation_strings":["Radboud University,Digital Security Group,Nijmegen,The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Radboud University,Digital Security Group,Nijmegen,The Netherlands","institution_ids":["https://openalex.org/I145872427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087461759","display_name":"Konstantina Miteloudi","orcid":null},"institutions":[{"id":"https://openalex.org/I145872427","display_name":"Radboud University Nijmegen","ror":"https://ror.org/016xsfp80","country_code":"NL","type":"education","lineage":["https://openalex.org/I145872427"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Konstantina Miteloudi","raw_affiliation_strings":["Radboud University,Digital Security Group,Nijmegen,The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Radboud University,Digital Security Group,Nijmegen,The Netherlands","institution_ids":["https://openalex.org/I145872427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060225959","display_name":"Durba Chatterjee","orcid":"https://orcid.org/0000-0001-7665-0876"},"institutions":[{"id":"https://openalex.org/I145872427","display_name":"Radboud University Nijmegen","ror":"https://ror.org/016xsfp80","country_code":"NL","type":"education","lineage":["https://openalex.org/I145872427"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Durba Chatterjee","raw_affiliation_strings":["Radboud University,Digital Security Group,Nijmegen,The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Radboud University,Digital Security Group,Nijmegen,The Netherlands","institution_ids":["https://openalex.org/I145872427"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5137872143","display_name":"Lejla Batina","orcid":"https://orcid.org/0000-0003-0727-3573"},"institutions":[{"id":"https://openalex.org/I145872427","display_name":"Radboud University Nijmegen","ror":"https://ror.org/016xsfp80","country_code":"NL","type":"education","lineage":["https://openalex.org/I145872427"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Lejla Batina","raw_affiliation_strings":["Radboud University,Digital Security Group,Nijmegen,The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Radboud University,Digital Security Group,Nijmegen,The Netherlands","institution_ids":["https://openalex.org/I145872427"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I145872427"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12122","display_name":"Physical Unclonable Functions (PUFs) and Hardware Security","score":0.430400013923645,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T12122","display_name":"Physical Unclonable Functions (PUFs) and Hardware Security","score":0.430400013923645,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.09239999949932098,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.042899999767541885,"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/focus","display_name":"Focus (optics)","score":0.6797000169754028},{"id":"https://openalex.org/keywords/implementation","display_name":"Implementation","score":0.5365999937057495},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5252000093460083},{"id":"https://openalex.org/keywords/leakage","display_name":"Leakage (economics)","score":0.5218999981880188},{"id":"https://openalex.org/keywords/field-programmable-gate-array","display_name":"Field-programmable gate array","score":0.4884999990463257},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.448199987411499}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.713100016117096},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.6797000169754028},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.5365999937057495},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5252000093460083},{"id":"https://openalex.org/C2777042071","wikidata":"https://www.wikidata.org/wiki/Q6509304","display_name":"Leakage (economics)","level":2,"score":0.5218999981880188},{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.4884999990463257},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44909998774528503},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.448199987411499},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.2987000048160553},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.2935999929904938},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.28949999809265137},{"id":"https://openalex.org/C193536780","wikidata":"https://www.wikidata.org/wiki/Q1513153","display_name":"Edge detection","level":4,"score":0.2750999927520752},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.2671999931335449}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.23919/date69613.2026.11539086","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date69613.2026.11539086","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 Design, Automation &amp;amp; Test in Europe Conference (DATE)","raw_type":"proceedings-article"},{"id":"pmh:oai:repository.ubn.ru.nl:2066/333081","is_oa":false,"landing_page_url":"https://hdl.handle.net/2066/333081","pdf_url":null,"source":{"id":"https://openalex.org/S4306401067","display_name":"Radboud Repository (Radboud University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I145872427","host_organization_name":"Radboud University Nijmegen","host_organization_lineage":["https://openalex.org/I145872427"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article in monograph or in proceedings"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2167554106","https://openalex.org/W2535690855","https://openalex.org/W2565125333","https://openalex.org/W2572504188","https://openalex.org/W2891946740","https://openalex.org/W2914572864","https://openalex.org/W2963844355","https://openalex.org/W2984453562","https://openalex.org/W3008905965","https://openalex.org/W3102836279","https://openalex.org/W3106322382","https://openalex.org/W3186456562","https://openalex.org/W3203012334","https://openalex.org/W3209687107","https://openalex.org/W4240560709","https://openalex.org/W4289146347","https://openalex.org/W4323320181","https://openalex.org/W4393578753","https://openalex.org/W4399930915"],"related_works":[],"abstract_inverted_index":{"Edge":[0],"neural":[1,30,53,68],"network":[2,31,54],"implementations":[3,32,65],"can":[4],"be":[5,160],"substantially":[6],"accelerated":[7],"on":[8,98,106],"FPGAs.":[9],"Open-source":[10],"tools":[11],"like":[12],"FINN":[13,75,110],"enable":[14],"real-world":[15],"deployment":[16],"of":[17,27,42,63,66,94],"applications":[18],"in":[19,48,85,139],"various":[20,131],"domains.":[21],"However,":[22],"the":[23,73,80,87,149,168],"privacy":[24],"and":[25,51,115,142,152],"security":[26],"FPGA-based":[28],"edge":[29],"have":[33],"often":[34],"been":[35,46],"overlooked.":[36],"Semantic":[37],"leakage,":[38],"a":[39,103],"new":[40],"type":[41],"side-channel":[43,99,104],"vulnerability,":[44],"has":[45],"identified":[47],"both":[49],"software":[50],"hardware":[52],"implementations.In":[55],"this":[56],"paper,":[57],"we":[58,129,174],"provide":[59],"an":[60],"initial":[61],"analysis":[62],"FPGA":[64,114,170],"convolutional":[67],"networks":[69],"(CNNs)":[70],"generated":[71],"using":[72,155,167],"open-source":[74],"framework.":[76],"Our":[77,144],"work":[78],"follows":[79],"recent":[81],"semantic-leakage":[82],"threat":[83],"model,":[84],"which":[86],"adversary":[88],"aims":[89],"to":[90,163],"differentiate":[91],"between":[92],"categories":[93],"input":[95],"data":[96],"based":[97],"leakage.":[100,122,184],"We":[101],"mount":[102],"attack":[105],"CNNs":[107],"compiled":[108],"with":[109],"for":[111],"AMD":[112],"ZCU104":[113],"show":[116,175],"that":[117,147,176],"FINN-generated":[118],"designs":[119],"exhibit":[120],"such":[121],"To":[123],"further":[124],"explore":[125],"how":[126],"leakage":[127,165],"varies,":[128],"tune":[130],"implementation":[132],"aspects,":[133],"including":[134],"storage":[135,153],"elements,":[136,141],"arithmetic":[137,150],"operations":[138,151],"computation":[140],"folding.":[143],"experiments":[145],"demonstrate":[146],"implementing":[148],"elements":[154],"look-up":[156],"tables":[157],"(LUTs)":[158],"may":[159],"less":[161],"vulnerable":[162],"semantic":[164,183],"than":[166],"specific-purpose":[169],"blocks.":[171],"More":[172],"importantly,":[173],"more":[177],"folding":[178],"transformations":[179],"enhance":[180],"resistance":[181],"against":[182]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2026-06-05T00:00:00"}
