{"id":"https://openalex.org/W4404294196","doi":"https://doi.org/10.1109/tifs.2024.3484936","title":"SecBNN: Efficient Secure Inference on Binary Neural Networks","display_name":"SecBNN: Efficient Secure Inference on Binary Neural Networks","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4404294196","doi":"https://doi.org/10.1109/tifs.2024.3484936"},"language":"en","primary_location":{"id":"doi:10.1109/tifs.2024.3484936","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/tifs.2024.3484936","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/A5101439277","display_name":"Hanxiao Chen","orcid":"https://orcid.org/0000-0001-9869-8926"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hanxiao Chen","raw_affiliation_strings":["School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0001-9869-8926","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100325334","display_name":"Hongwei Li","orcid":"https://orcid.org/0000-0002-1961-7946"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongwei Li","raw_affiliation_strings":["School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0002-1961-7946","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078359928","display_name":"Meng Hao","orcid":"https://orcid.org/0000-0002-1545-1926"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meng Hao","raw_affiliation_strings":["School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0002-1545-1926","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002896600","display_name":"Jia Hu","orcid":"https://orcid.org/0000-0001-5406-8420"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jia Hu","raw_affiliation_strings":["School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046950426","display_name":"Guowen Xu","orcid":"https://orcid.org/0000-0002-9764-9345"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guowen Xu","raw_affiliation_strings":["School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0002-9764-9345","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100641829","display_name":"Xilin Zhang","orcid":"https://orcid.org/0000-0002-8769-5196"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xilin Zhang","raw_affiliation_strings":["School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0002-8769-5196","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101591101","display_name":"Tianwei Zhang","orcid":"https://orcid.org/0000-0001-6595-6650"},"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":"Tianwei Zhang","raw_affiliation_strings":["College of Computing and Data Science, Nanyang Technological University, Jurong West, Singapore"],"raw_orcid":"https://orcid.org/0000-0001-6595-6650","affiliations":[{"raw_affiliation_string":"College of Computing and Data Science, Nanyang Technological University, Jurong West, Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"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":0.17458529,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"19","issue":null,"first_page":"10273","last_page":"10286"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9749000072479248,"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":0.9749000072479248,"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":0.8349888920783997},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.6183801293373108},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5339084267616272},{"id":"https://openalex.org/keywords/binary-number","display_name":"Binary number","score":0.5072812438011169},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42245298624038696},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3583519756793976},{"id":"https://openalex.org/keywords/arithmetic","display_name":"Arithmetic","score":0.0894763171672821},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08552297949790955}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8349888920783997},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.6183801293373108},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5339084267616272},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.5072812438011169},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42245298624038696},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3583519756793976},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.0894763171672821},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08552297949790955}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tifs.2024.3484936","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/tifs.2024.3484936","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":[],"awards":[{"id":"https://openalex.org/G2805406393","display_name":null,"funder_award_id":"62020106013","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5299590918","display_name":null,"funder_award_id":"2022YFB3103500","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W1499934958","https://openalex.org/W1582324226","https://openalex.org/W1935182841","https://openalex.org/W1997859100","https://openalex.org/W2019891719","https://openalex.org/W2119422255","https://openalex.org/W2141420453","https://openalex.org/W2319920447","https://openalex.org/W2400124473","https://openalex.org/W2435473771","https://openalex.org/W2539273492","https://openalex.org/W2618530766","https://openalex.org/W2701059868","https://openalex.org/W2765200655","https://openalex.org/W2794685135","https://openalex.org/W2897925395","https://openalex.org/W2919115771","https://openalex.org/W2955401130","https://openalex.org/W2963106566","https://openalex.org/W2969373235","https://openalex.org/W2984644945","https://openalex.org/W2986933415","https://openalex.org/W3003532255","https://openalex.org/W3008515144","https://openalex.org/W3016063723","https://openalex.org/W3033405216","https://openalex.org/W3090294139","https://openalex.org/W3093021001","https://openalex.org/W3095923304","https://openalex.org/W3102723029","https://openalex.org/W3104454153","https://openalex.org/W3133749795","https://openalex.org/W3150645827","https://openalex.org/W3173623482","https://openalex.org/W3213906859","https://openalex.org/W3214651532","https://openalex.org/W4210933607","https://openalex.org/W4214888034","https://openalex.org/W4225465336","https://openalex.org/W4280532874","https://openalex.org/W4285413053","https://openalex.org/W4286906772","https://openalex.org/W4312678978","https://openalex.org/W4312715403","https://openalex.org/W4383223856","https://openalex.org/W6677934245","https://openalex.org/W6700264148","https://openalex.org/W6748082217","https://openalex.org/W6784499899","https://openalex.org/W6785814594","https://openalex.org/W6790051038","https://openalex.org/W6792098723","https://openalex.org/W6797270356","https://openalex.org/W6798046383","https://openalex.org/W6807449166"],"related_works":["https://openalex.org/W2055243143","https://openalex.org/W1986418932","https://openalex.org/W2357796999","https://openalex.org/W4321636575","https://openalex.org/W2741131631","https://openalex.org/W2045526782","https://openalex.org/W2156919374","https://openalex.org/W1483472507","https://openalex.org/W1984019423","https://openalex.org/W4280588203"],"abstract_inverted_index":{"This":[0],"work":[1],"studies":[2],"secure":[3,25,48,78,156],"inference":[4,50,158],"on":[5,52,119],"Binary":[6],"Neural":[7],"Networks":[8],"(BNNs),":[9],"which":[10],"have":[11,23,31],"binary":[12,97],"weights":[13],"and":[14,34,59,66,86,127,134,140,151,171],"activations":[15],"as":[16],"a":[17,77,95,102],"desirable":[18],"feature.":[19],"Although":[20],"previous":[21],"works":[22,159],"developed":[24],"methodologies":[26],"for":[27,63,72],"BNNs,":[28],"they":[29],"still":[30],"performance":[32,153],"limitations":[33],"significant":[35],"gaps":[36],"in":[37,41],"efficiency":[38],"when":[39],"applied":[40],"practice.":[42],"We":[43],"present":[44],"SecBNN,":[45],"an":[46,82],"efficient":[47,61,123],"two-party":[49],"framework":[51],"BNNs.":[53,70],"SecBNN":[54,129,146],"exploits":[55],"appropriate":[56],"underlying":[57],"primitives":[58],"contributes":[60],"protocols":[62],"the":[64,111,149],"non-linear":[65,73],"linear":[67,91],"layers":[68],"of":[69,121,154],"Specifically,":[71],"layers,":[74,92],"we":[75,93,125],"introduce":[76],"sign":[79],"protocol":[80],"with":[81],"innovative":[83],"adder":[84],"logic":[85],"customized":[87],"evaluation":[88],"algorithms.":[89],"For":[90],"propose":[94],"new":[96],"matrix":[98,112],"multiplication":[99,113],"protocol,":[100],"where":[101],"divide-and-conquer":[103],"strategy":[104],"is":[105],"provided":[106],"to":[107,162],"recursively":[108],"break":[109],"down":[110],"problem":[114],"into":[115],"multiple":[116],"sub-problems.":[117],"Building":[118],"top":[120],"these":[122],"ingredients,":[124],"implement":[126],"evaluate":[128],"over":[130],"two":[131],"real-world":[132],"datasets":[133],"various":[135],"model":[136],"architectures":[137],"under":[138],"LAN":[139],"WAN.":[141],"Experimental":[142],"results":[143],"show":[144],"that":[145],"substantially":[147],"improves":[148],"communication":[150],"computation":[152],"existing":[155],"BNN":[157],"by":[160],"up":[161],"<inline-formula":[163,172],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[164,173],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">":[165,174],"<tex-math":[166,175],"notation=\"LaTeX\">$29":[167],"\\times":[168,177],"$":[169,178],"</tex-math></inline-formula>":[170],"notation=\"LaTeX\">$14":[176],"</tex-math></inline-formula>,":[179],"respectively.":[180]},"counts_by_year":[],"updated_date":"2025-12-22T23:10:17.713674","created_date":"2025-10-10T00:00:00"}