{"id":"https://openalex.org/W4414198904","doi":"https://doi.org/10.1109/dac63849.2025.11133180","title":"SeDA: Secure and Efficient DNN Accelerators with Hardware/Software Synergy","display_name":"SeDA: Secure and Efficient DNN Accelerators with Hardware/Software Synergy","publication_year":2025,"publication_date":"2025-06-22","ids":{"openalex":"https://openalex.org/W4414198904","doi":"https://doi.org/10.1109/dac63849.2025.11133180"},"language":"en","primary_location":{"id":"doi:10.1109/dac63849.2025.11133180","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dac63849.2025.11133180","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 62nd ACM/IEEE Design Automation Conference (DAC)","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/A5101411775","display_name":"Xuan Wei","orcid":"https://orcid.org/0000-0002-2974-6653"},"institutions":[{"id":"https://openalex.org/I2800906782","display_name":"Hong Kong Science and Technology Parks Corporation","ror":"https://ror.org/05q8mqd91","country_code":"HK","type":"nonprofit","lineage":["https://openalex.org/I2800906782"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Wei Xuan","raw_affiliation_strings":["InnoHK Centers, Hong Kong Science Park,ACCESS &#x2013; AI Chip Center for Emerging Smart Systems,Hong Kong,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"InnoHK Centers, Hong Kong Science Park,ACCESS &#x2013; AI Chip Center for Emerging Smart Systems,Hong Kong,China","institution_ids":["https://openalex.org/I2800906782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090042508","display_name":"Zhongrui Wang","orcid":"https://orcid.org/0000-0003-2264-0677"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongrui Wang","raw_affiliation_strings":["Southern University of Science and Technology,Shenzhen,Guangdong,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southern University of Science and Technology,Shenzhen,Guangdong,China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056805627","display_name":"Lang Feng","orcid":"https://orcid.org/0000-0001-9943-0550"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]},{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]},{"id":"https://openalex.org/I4210096354","display_name":"The Seventh Affiliated Hospital of Sun Yat-sen University","ror":"https://ror.org/00rfd5b88","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210096354"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lang Feng","raw_affiliation_strings":["Sun Yat-sen University Shenzhen Campus,Shenzhen,Guangdong,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sun Yat-sen University Shenzhen Campus,Shenzhen,Guangdong,China","institution_ids":["https://openalex.org/I157773358","https://openalex.org/I180726961","https://openalex.org/I4210096354"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100635306","display_name":"Ning Lin","orcid":"https://orcid.org/0000-0002-6198-7043"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]},{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Ning Lin","raw_affiliation_strings":["The University of Hong Kong,Hong Kong,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of Hong Kong,Hong Kong,China","institution_ids":["https://openalex.org/I177725633","https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007407747","display_name":"Zihao Xuan","orcid":"https://orcid.org/0000-0002-4573-4556"},"institutions":[{"id":"https://openalex.org/I2800906782","display_name":"Hong Kong Science and Technology Parks Corporation","ror":"https://ror.org/05q8mqd91","country_code":"HK","type":"nonprofit","lineage":["https://openalex.org/I2800906782"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Zihao Xuan","raw_affiliation_strings":["InnoHK Centers, Hong Kong Science Park,ACCESS &#x2013; AI Chip Center for Emerging Smart Systems,Hong Kong,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"InnoHK Centers, Hong Kong Science Park,ACCESS &#x2013; AI Chip Center for Emerging Smart Systems,Hong Kong,China","institution_ids":["https://openalex.org/I2800906782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027725310","display_name":"Rongliang Fu","orcid":null},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Rongliang Fu","raw_affiliation_strings":["The Chinese University of Hong Kong,Hong Kong,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong,Hong Kong,China","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062800747","display_name":"Tsung-Yi Ho","orcid":"https://orcid.org/0000-0001-7348-5625"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Tsung-Yi Ho","raw_affiliation_strings":["The Chinese University of Hong Kong,Hong Kong,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong,Hong Kong,China","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073565712","display_name":"Yuzhong Jiao","orcid":null},"institutions":[{"id":"https://openalex.org/I2800906782","display_name":"Hong Kong Science and Technology Parks Corporation","ror":"https://ror.org/05q8mqd91","country_code":"HK","type":"nonprofit","lineage":["https://openalex.org/I2800906782"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Yuzhong Jiao","raw_affiliation_strings":["InnoHK Centers, Hong Kong Science Park,ACCESS &#x2013; AI Chip Center for Emerging Smart Systems,Hong Kong,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"InnoHK Centers, Hong Kong Science Park,ACCESS &#x2013; AI Chip Center for Emerging Smart Systems,Hong Kong,China","institution_ids":["https://openalex.org/I2800906782"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052554057","display_name":"Luhong Liang","orcid":"https://orcid.org/0009-0001-4190-006X"},"institutions":[{"id":"https://openalex.org/I2800906782","display_name":"Hong Kong Science and Technology Parks Corporation","ror":"https://ror.org/05q8mqd91","country_code":"HK","type":"nonprofit","lineage":["https://openalex.org/I2800906782"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Luhong Liang","raw_affiliation_strings":["InnoHK Centers, Hong Kong Science Park,ACCESS &#x2013; AI Chip Center for Emerging Smart Systems,Hong Kong,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"InnoHK Centers, Hong Kong Science Park,ACCESS &#x2013; AI Chip Center for Emerging Smart Systems,Hong Kong,China","institution_ids":["https://openalex.org/I2800906782"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"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":0.28837257,"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":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11005","display_name":"Radiation Effects in Electronics","score":0.942799985408783,"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/T11005","display_name":"Radiation Effects in Electronics","score":0.942799985408783,"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/T11424","display_name":"Security and Verification in Computing","score":0.9391999840736389,"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9103999733924866,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/encryption","display_name":"Encryption","score":0.5985000133514404},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.5733000040054321},{"id":"https://openalex.org/keywords/granularity","display_name":"Granularity","score":0.5548999905586243},{"id":"https://openalex.org/keywords/block","display_name":"Block (permutation group theory)","score":0.5315999984741211},{"id":"https://openalex.org/keywords/confidentiality","display_name":"Confidentiality","score":0.503600001335144},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.47119998931884766},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.4578000009059906},{"id":"https://openalex.org/keywords/cryptography","display_name":"Cryptography","score":0.3483999967575073},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.3346000015735626}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8155999779701233},{"id":"https://openalex.org/C148730421","wikidata":"https://www.wikidata.org/wiki/Q141090","display_name":"Encryption","level":2,"score":0.5985000133514404},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.5733000040054321},{"id":"https://openalex.org/C177774035","wikidata":"https://www.wikidata.org/wiki/Q1246948","display_name":"Granularity","level":2,"score":0.5548999905586243},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.5315999984741211},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.5152000188827515},{"id":"https://openalex.org/C71745522","wikidata":"https://www.wikidata.org/wiki/Q2476929","display_name":"Confidentiality","level":2,"score":0.503600001335144},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.47119998931884766},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.4578000009059906},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.450300008058548},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3702999949455261},{"id":"https://openalex.org/C178489894","wikidata":"https://www.wikidata.org/wiki/Q8789","display_name":"Cryptography","level":2,"score":0.3483999967575073},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.3346000015735626},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.3294999897480011},{"id":"https://openalex.org/C18131444","wikidata":"https://www.wikidata.org/wiki/Q163585","display_name":"Memory protection","level":5,"score":0.3197000026702881},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.31529998779296875},{"id":"https://openalex.org/C33762810","wikidata":"https://www.wikidata.org/wiki/Q461671","display_name":"Data integrity","level":2,"score":0.31209999322891235},{"id":"https://openalex.org/C10511746","wikidata":"https://www.wikidata.org/wiki/Q899388","display_name":"Data security","level":3,"score":0.2881999909877777},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.2856999933719635},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.27000001072883606},{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.26840001344680786},{"id":"https://openalex.org/C106544461","wikidata":"https://www.wikidata.org/wiki/Q543151","display_name":"Block cipher","level":3,"score":0.26350000500679016},{"id":"https://openalex.org/C109297577","wikidata":"https://www.wikidata.org/wiki/Q161157","display_name":"Password","level":2,"score":0.2623000144958496},{"id":"https://openalex.org/C2994168587","wikidata":"https://www.wikidata.org/wiki/Q5295","display_name":"Random access memory","level":2,"score":0.2615000009536743},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.2606000006198883},{"id":"https://openalex.org/C47487241","wikidata":"https://www.wikidata.org/wiki/Q5227230","display_name":"Data access","level":2,"score":0.25999999046325684},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.25619998574256897},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.2540000081062317},{"id":"https://openalex.org/C527821871","wikidata":"https://www.wikidata.org/wiki/Q228502","display_name":"Access control","level":2,"score":0.25200000405311584},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.25049999356269836}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/dac63849.2025.11133180","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dac63849.2025.11133180","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 62nd ACM/IEEE Design Automation Conference (DAC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2140972824","https://openalex.org/W2167569963","https://openalex.org/W2606722458","https://openalex.org/W2921967969","https://openalex.org/W2962700793","https://openalex.org/W2994949492","https://openalex.org/W2997569720","https://openalex.org/W3097528158","https://openalex.org/W3148657381","https://openalex.org/W3211838634","https://openalex.org/W4280622459","https://openalex.org/W4281654458","https://openalex.org/W4285042965","https://openalex.org/W4293024088","https://openalex.org/W4360831757","https://openalex.org/W4388757726"],"related_works":[],"abstract_inverted_index":{"Ensuring":[0],"the":[1],"confidentiality":[2],"and":[3,17,28,57,61,90],"integrity":[4,65],"of":[5],"DNN":[6],"accelerators":[7],"is":[8],"paramount":[9],"across":[10],"various":[11],"scenarios":[12],"spanning":[13],"autonomous":[14],"driving,":[15],"healthcare,":[16],"finance.":[18],"However,":[19],"current":[20],"security":[21],"approaches":[22],"typically":[23],"require":[24],"extensive":[25],"hardware":[26,48],"resources,":[27],"incur":[29],"significant":[30],"off-chip":[31],"memory":[32,73],"access":[33,74],"overheads.":[34,75],"This":[35],"paper":[36],"introduces":[37],"SeDA,":[38],"which":[39],"utilizes":[40],"1)":[41],"a":[42,63],"bandwidth-aware":[43],"encryption":[44],"mechanism":[45,67],"to":[46],"improve":[47],"resource":[49],"efficiency,":[50],"2)":[51],"optimal":[52],"block":[53],"granularity":[54],"through":[55],"intra-layer":[56],"inter-layer":[58],"tiling":[59],"patterns,":[60],"3)":[62],"multi-level":[64],"verification":[66],"that":[68,79],"minimizes,":[69],"or":[70],"even":[71],"eliminates,":[72],"Experimental":[76],"results":[77],"show":[78],"SeDA":[80],"decreases":[81],"performance":[82],"overhead":[83],"by":[84],"over":[85],"12%":[86],"for":[87],"both":[88],"server":[89],"edge":[91],"neural":[92],"processing":[93],"units":[94],"(NPUs),":[95],"while":[96],"ensuring":[97],"robust":[98],"scalability.11SeDA":[99],"source":[100],"code:https://github.com/wayne4s/seda.git":[101]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
