{"id":"https://openalex.org/W4403724102","doi":"https://doi.org/10.1109/dsaa61799.2024.10722785","title":"AddShare+: Efficient Selective Additive Secret Sharing Approach for Private Federated Learning","display_name":"AddShare+: Efficient Selective Additive Secret Sharing Approach for Private Federated Learning","publication_year":2024,"publication_date":"2024-10-06","ids":{"openalex":"https://openalex.org/W4403724102","doi":"https://doi.org/10.1109/dsaa61799.2024.10722785"},"language":"en","primary_location":{"id":"doi:10.1109/dsaa61799.2024.10722785","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dsaa61799.2024.10722785","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 11th International Conference on Data Science and Advanced Analytics (DSAA)","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/A5094035304","display_name":"Bernard Atiemo Asare","orcid":null},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"education","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Bernard Atiemo Asare","raw_affiliation_strings":["EECS, University of Ottawa,Faculty of Engineering,Ottawa,ON,Canada"],"affiliations":[{"raw_affiliation_string":"EECS, University of Ottawa,Faculty of Engineering,Ottawa,ON,Canada","institution_ids":["https://openalex.org/I153718931"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043554078","display_name":"Paula Branco","orcid":"https://orcid.org/0000-0002-9917-3694"},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"education","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Paula Branco","raw_affiliation_strings":["EECS, University of Ottawa,Faculty of Engineering,Ottawa,ON,Canada"],"affiliations":[{"raw_affiliation_string":"EECS, University of Ottawa,Faculty of Engineering,Ottawa,ON,Canada","institution_ids":["https://openalex.org/I153718931"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023759900","display_name":"Iluju Kiringa","orcid":"https://orcid.org/0000-0002-9119-9451"},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"education","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Iluju Kiringa","raw_affiliation_strings":["EECS, University of Ottawa,Faculty of Engineering,Ottawa,ON,Canada"],"affiliations":[{"raw_affiliation_string":"EECS, University of Ottawa,Faculty of Engineering,Ottawa,ON,Canada","institution_ids":["https://openalex.org/I153718931"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061584441","display_name":"Tet Yeap","orcid":"https://orcid.org/0000-0002-6039-6751"},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"education","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Tet Yeap","raw_affiliation_strings":["EECS, University of Ottawa,Faculty of Engineering,Ottawa,ON,Canada"],"affiliations":[{"raw_affiliation_string":"EECS, University of Ottawa,Faculty of Engineering,Ottawa,ON,Canada","institution_ids":["https://openalex.org/I153718931"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5094035304"],"corresponding_institution_ids":["https://openalex.org/I153718931"],"apc_list":null,"apc_paid":null,"fwci":1.4548,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.85319454,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10237","display_name":"Cryptography and Data Security","score":0.9990000128746033,"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/T10237","display_name":"Cryptography and Data Security","score":0.9990000128746033,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9965000152587891,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9279999732971191,"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":0.7270108461380005},{"id":"https://openalex.org/keywords/secret-sharing","display_name":"Secret sharing","score":0.6877739429473877},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3578815460205078},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.324054479598999},{"id":"https://openalex.org/keywords/cryptography","display_name":"Cryptography","score":0.27887585759162903}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7270108461380005},{"id":"https://openalex.org/C3087436","wikidata":"https://www.wikidata.org/wiki/Q1386603","display_name":"Secret sharing","level":3,"score":0.6877739429473877},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3578815460205078},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.324054479598999},{"id":"https://openalex.org/C178489894","wikidata":"https://www.wikidata.org/wiki/Q8789","display_name":"Cryptography","level":2,"score":0.27887585759162903}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/dsaa61799.2024.10722785","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dsaa61799.2024.10722785","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 11th International Conference on Data Science and Advanced Analytics (DSAA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W104209573","https://openalex.org/W2007339694","https://openalex.org/W2031533839","https://openalex.org/W2112796928","https://openalex.org/W2119144962","https://openalex.org/W2141420453","https://openalex.org/W2594481151","https://openalex.org/W2604738573","https://openalex.org/W2701059868","https://openalex.org/W2750384547","https://openalex.org/W2767079719","https://openalex.org/W2801491268","https://openalex.org/W2912023992","https://openalex.org/W2912213068","https://openalex.org/W2963456518","https://openalex.org/W2999905431","https://openalex.org/W3000479830","https://openalex.org/W3003426262","https://openalex.org/W3027749727","https://openalex.org/W3037913917","https://openalex.org/W3088123628","https://openalex.org/W3096328345","https://openalex.org/W3106378891","https://openalex.org/W3127520698","https://openalex.org/W3184606595","https://openalex.org/W4200548191","https://openalex.org/W4205228770","https://openalex.org/W4206422439","https://openalex.org/W4221161491","https://openalex.org/W4232836212","https://openalex.org/W4289147263","https://openalex.org/W4378364159","https://openalex.org/W4383749603","https://openalex.org/W4386494576","https://openalex.org/W4389426169","https://openalex.org/W4392309419","https://openalex.org/W6703116779","https://openalex.org/W6728757088","https://openalex.org/W6752600739","https://openalex.org/W6756436328","https://openalex.org/W6773039429","https://openalex.org/W6773366154","https://openalex.org/W6787972765"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W1492970794"],"abstract_inverted_index":{"Federated":[0],"Learning":[1,8],"(FL)":[2],"enables":[3],"collaborative":[4,191],"training":[5,23],"of":[6,59,83,135,150,172],"Machine":[7],"(ML)":[9],"models":[10],"while":[11,93,122,144],"maintaining":[12,94],"user":[13],"data":[14],"privacy.":[15],"However,":[16],"leaked":[17],"model":[18,60,75,95,136],"updates":[19],"can":[20],"reveal":[21],"private":[22],"data.":[24],"Existing":[25],"solutions":[26,176],"using":[27,64],"additive":[28,54],"secret":[29],"sharing":[30,130,175],"introduce":[31],"intermediary":[32],"servers,":[33],"increasing":[34],"complexity":[35],"and":[36,39,50,63,79,90,99,114,189],"communication":[37,91],"overhead,":[38],"often":[40],"lack":[41],"privacy":[42,167],"guarantees.":[43],"We":[44,97],"propose":[45],"AddShare+,":[46],"which":[47],"enhances":[48],"efficiency":[49],"scalability":[51],"by":[52,141],"creating":[53],"shares":[55],"for":[56,72,177,186],"a":[57,81],"subset":[58],"weight":[61,85],"parameters":[62],"the":[65,151,170,184],"Elliptic":[66],"Curve":[67],"Integrated":[68],"Encryption":[69],"Scheme":[70],"(ECIES)":[71],"faster,":[73],"lighter":[74],"encryption.":[76],"By":[77],"sampling":[78],"splitting":[80],"percentage":[82],"local":[84],"parameters,":[86],"AddShare+":[87,101,119],"reduces":[88],"computation":[89],"costs":[92],"accuracy.":[96],"implemented":[98],"evaluated":[100],"on":[102],"multiple":[103],"datasets,":[104],"comparing":[105],"it":[106],"with":[107,165],"baseline":[108],"approaches":[109],"including":[110],"FedAvg,":[111],"SCOTCH,":[112],"FedShare,":[113],"AddShare.":[115],"Results":[116],"demonstrate":[117,157],"that":[118],"maintains":[120],"accuracy":[121,146],"significantly":[123],"reducing":[124],"running":[125,161],"time":[126,162],"per":[127,163],"round.":[128],"Notably,":[129],"as":[131,133],"low":[132],"25%":[134],"weights":[137],"decreases":[138],"bandwidth":[139],"demands":[140],"over":[142],"5x":[143],"preserving":[145],"within":[147],"0.05":[148],"%":[149],"full":[152],"model.":[153],"Our":[154],"empirical":[155],"results":[156],"significant":[158],"reductions":[159],"in":[160,180],"round":[164],"strong":[166],"guarantees,":[168],"highlighting":[169],"potential":[171],"lightweight":[173],"partial":[174],"privacy-preserving":[178],"FL":[179],"resource-constrained":[181],"environments,":[182],"paving":[183],"way":[185],"more":[187],"efficient":[188],"secure":[190],"learning":[192],"systems.":[193]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}
