{"id":"https://openalex.org/W4391889540","doi":"https://doi.org/10.1109/comsnets59351.2024.10427509","title":"Empowering SMPC: Bridging the Gap Between Scalability, Memory Efficiency and Privacy in Neural Network Inference","display_name":"Empowering SMPC: Bridging the Gap Between Scalability, Memory Efficiency and Privacy in Neural Network Inference","publication_year":2024,"publication_date":"2024-01-03","ids":{"openalex":"https://openalex.org/W4391889540","doi":"https://doi.org/10.1109/comsnets59351.2024.10427509"},"language":"en","primary_location":{"id":"doi:10.1109/comsnets59351.2024.10427509","is_oa":false,"landing_page_url":"https://doi.org/10.1109/comsnets59351.2024.10427509","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 16th International Conference on COMmunication Systems &amp; NETworkS (COMSNETS)","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/A5031552274","display_name":"Ramya Burra","orcid":"https://orcid.org/0000-0002-4024-5075"},"institutions":[{"id":"https://openalex.org/I4210110745","display_name":"Interaction Institute for Social Change","ror":"https://ror.org/01qyb4t36","country_code":"US","type":"other","lineage":["https://openalex.org/I4210110745"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ramya Burra","raw_affiliation_strings":["CBR, IISc&#x002A;"],"affiliations":[{"raw_affiliation_string":"CBR, IISc&#x002A;","institution_ids":["https://openalex.org/I4210110745"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033175623","display_name":"Anshoo Tandon","orcid":"https://orcid.org/0000-0001-8405-4433"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Anshoo Tandon","raw_affiliation_strings":["IUDX Program Unit, SID, IISe"],"affiliations":[{"raw_affiliation_string":"IUDX Program Unit, SID, IISe","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033148985","display_name":"Srishti Mittal","orcid":"https://orcid.org/0000-0003-3415-6962"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Srishti Mittal","raw_affiliation_strings":["IUDX Program Unit, SID, IISe"],"affiliations":[{"raw_affiliation_string":"IUDX Program Unit, SID, IISe","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5031552274"],"corresponding_institution_ids":["https://openalex.org/I4210110745"],"apc_list":null,"apc_paid":null,"fwci":0.2631,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.51068746,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.6248000264167786,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.6248000264167786,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.578000009059906,"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/bridging","display_name":"Bridging (networking)","score":0.8632688522338867},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7854172587394714},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.7121610045433044},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6809871792793274},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5238090753555298},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40976712107658386},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3260985016822815},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.12724372744560242}],"concepts":[{"id":"https://openalex.org/C174348530","wikidata":"https://www.wikidata.org/wiki/Q188635","display_name":"Bridging (networking)","level":2,"score":0.8632688522338867},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7854172587394714},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.7121610045433044},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6809871792793274},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5238090753555298},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40976712107658386},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3260985016822815},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.12724372744560242}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/comsnets59351.2024.10427509","is_oa":false,"landing_page_url":"https://doi.org/10.1109/comsnets59351.2024.10427509","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 16th International Conference on COMmunication Systems &amp; NETworkS (COMSNETS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.49000000953674316}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W1557590790","https://openalex.org/W1595357546","https://openalex.org/W2611124224","https://openalex.org/W2767271217","https://openalex.org/W3112637841","https://openalex.org/W6785814594","https://openalex.org/W6787124990","https://openalex.org/W7000613927"],"related_works":["https://openalex.org/W4388870064","https://openalex.org/W4235186151","https://openalex.org/W2056057048","https://openalex.org/W2054685365","https://openalex.org/W2272354214","https://openalex.org/W2120383820","https://openalex.org/W2043010663","https://openalex.org/W2667588871","https://openalex.org/W4248308508","https://openalex.org/W118554674"],"abstract_inverted_index":{"This":[0,58],"paper":[1],"aims":[2],"to":[3,33],"develop":[4],"an":[5],"efficient":[6],"open-source":[7],"Secure":[8],"Multi-Party":[9],"Computation":[10],"(SMPC)":[11],"repository,":[12],"that":[13],"addresses":[14,60],"the":[15,35,40,54,61,64,85,127],"issue":[16],"of":[17,22,63,118,134,139],"practical":[18],"and":[19,77,96,136],"scalable":[20],"implementation":[21,130],"SMPC":[23],"protocol":[24,42],"on":[25,53],"machines":[26],"with":[27,47,114],"moderate":[28],"computational":[29],"resources":[30],"while":[31,99],"aiming":[32],"reduce":[34],"execution":[36,89,140],"time.":[37,141],"We":[38],"implement":[39],"ABY2.0":[41],"for":[43,50,69,120],"SMPC,":[44],"providing":[45],"developers":[46],"effective":[48],"tools":[49],"building":[51],"applications":[52],"ABY":[55],"2.0":[56],"protocol.":[57],"article":[59],"limitations":[62],"C++":[65],"based":[66],"MOTION2NX":[67],"framework":[68],"secure":[70],"neural":[71,123],"network":[72],"inference,":[73],"including":[74],"memory":[75,86],"constraints":[76],"operation":[78],"compatibility":[79],"issues.":[80],"Our":[81],"enhancements":[82],"include":[83],"optimizing":[84],"usage,":[87],"reducing":[88],"time":[90],"using":[91],"a":[92,121],"third-party":[93],"Helper":[94],"node,":[95],"enhancing":[97],"efficiency":[98],"still":[100],"preserving":[101],"data":[102],"privacy.":[103],"These":[104],"optimizations":[105],"enable":[106],"MNIST":[107],"dataset":[108],"inference":[109],"in":[110],"just":[111],"32":[112],"seconds":[113,138],"only":[115],"0.2":[116],"GB":[117,133],"RAM":[119,135],"5-layer":[122],"network.":[124],"In":[125],"contrast,":[126],"previous":[128],"baseline":[129],"required":[131],"8.03":[132],"200":[137]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
