{"id":"https://openalex.org/W4409150219","doi":"https://doi.org/10.1007/s11432-024-4162-2","title":"On-device diagnostic recommendation with heterogeneous federated BlockNets","display_name":"On-device diagnostic recommendation with heterogeneous federated BlockNets","publication_year":2025,"publication_date":"2025-03-18","ids":{"openalex":"https://openalex.org/W4409150219","doi":"https://doi.org/10.1007/s11432-024-4162-2"},"language":"en","primary_location":{"id":"doi:10.1007/s11432-024-4162-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11432-024-4162-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11432-024-4162-2.pdf","source":{"id":"https://openalex.org/S4210218743","display_name":"Science China Information Sciences","issn_l":"1674-733X","issn":["1674-733X","1869-1919"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Science China Information Sciences","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11432-024-4162-2.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5052925867","display_name":"Minh Hieu Nguyen","orcid":"https://orcid.org/0000-0003-4863-5446"},"institutions":[{"id":"https://openalex.org/I11701301","display_name":"Griffith University","ror":"https://ror.org/02sc3r913","country_code":"AU","type":"education","lineage":["https://openalex.org/I11701301"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Minh Hieu Nguyen","raw_affiliation_strings":["School of Information and Communication Technology, Griffith University, Gold Coast, 4215, Australia"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Technology, Griffith University, Gold Coast, 4215, Australia","institution_ids":["https://openalex.org/I11701301"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025137507","display_name":"Thanh Trung Huynh","orcid":"https://orcid.org/0000-0003-2027-5362"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Thanh Trung Huynh","raw_affiliation_strings":["School of Computer and Communication Sciences, Ecole Polytechnique Federale de Lausanne, Lausanne, 1015, Switzerland"],"affiliations":[{"raw_affiliation_string":"School of Computer and Communication Sciences, Ecole Polytechnique Federale de Lausanne, Lausanne, 1015, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104230408","display_name":"Thanh Nguyen","orcid":null},"institutions":[{"id":"https://openalex.org/I11701301","display_name":"Griffith University","ror":"https://ror.org/02sc3r913","country_code":"AU","type":"education","lineage":["https://openalex.org/I11701301"]},{"id":"https://openalex.org/I47265099","display_name":"Ho Chi Minh City University of Technology","ror":"https://ror.org/04qva2324","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I47265099"]},{"id":"https://openalex.org/I4387155935","display_name":"HUTECH University","ror":"https://ror.org/05xpj2n48","country_code":null,"type":"education","lineage":["https://openalex.org/I4387155935"]}],"countries":["AU","VN"],"is_corresponding":false,"raw_author_name":"Thanh Toan Nguyen","raw_affiliation_strings":["Faculty of Information Technology, HUTECH University, Ho Chi Minh City, 70000, Vietnam","School of Information and Communication Technology, Griffith University, Gold Coast, 4215, Australia"],"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, HUTECH University, Ho Chi Minh City, 70000, Vietnam","institution_ids":["https://openalex.org/I47265099","https://openalex.org/I4387155935"]},{"raw_affiliation_string":"School of Information and Communication Technology, Griffith University, Gold Coast, 4215, Australia","institution_ids":["https://openalex.org/I11701301"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058485829","display_name":"Phi Le Nguyen","orcid":"https://orcid.org/0000-0001-6547-7641"},"institutions":[{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Phi Le Nguyen","raw_affiliation_strings":["School of Information and Communication Technology, Hanoi University of Science and Technology, Hanoi, 10000, Vietnam"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Technology, Hanoi University of Science and Technology, Hanoi, 10000, Vietnam","institution_ids":["https://openalex.org/I94518387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005562712","display_name":"Pham Thu Hien","orcid":"https://orcid.org/0000-0002-6896-4303"},"institutions":[{"id":"https://openalex.org/I4210101388","display_name":"Health Sciences and Nutrition","ror":"https://ror.org/0152bt112","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4210101388","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"funder","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Hien Thu Pham","raw_affiliation_strings":["Commonwealth Scientific and Industrial Research Organization (CSIRO), Brisbane, 4000, Australia"],"affiliations":[{"raw_affiliation_string":"Commonwealth Scientific and Industrial Research Organization (CSIRO), Brisbane, 4000, Australia","institution_ids":["https://openalex.org/I4210101388","https://openalex.org/I1292875679"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048681988","display_name":"Jun Jo","orcid":"https://orcid.org/0000-0002-3099-2712"},"institutions":[{"id":"https://openalex.org/I11701301","display_name":"Griffith University","ror":"https://ror.org/02sc3r913","country_code":"AU","type":"education","lineage":["https://openalex.org/I11701301"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jun Jo","raw_affiliation_strings":["School of Information and Communication Technology, Griffith University, Gold Coast, 4215, Australia"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Technology, Griffith University, Gold Coast, 4215, Australia","institution_ids":["https://openalex.org/I11701301"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101918597","display_name":"Th\u00e0nh T\u00e2m Nguy\u00ean","orcid":"https://orcid.org/0000-0002-2586-7757"},"institutions":[{"id":"https://openalex.org/I11701301","display_name":"Griffith University","ror":"https://ror.org/02sc3r913","country_code":"AU","type":"education","lineage":["https://openalex.org/I11701301"]},{"id":"https://openalex.org/I47265099","display_name":"Ho Chi Minh City University of Technology","ror":"https://ror.org/04qva2324","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I47265099"]},{"id":"https://openalex.org/I4387155935","display_name":"HUTECH University","ror":"https://ror.org/05xpj2n48","country_code":null,"type":"education","lineage":["https://openalex.org/I4387155935"]}],"countries":["AU","VN"],"is_corresponding":false,"raw_author_name":"Thanh Tam Nguyen","raw_affiliation_strings":["Faculty of Information Technology, HUTECH University, Ho Chi Minh City, 70000, Vietnam","School of Information and Communication Technology, Griffith University, Gold Coast, 4215, Australia"],"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, HUTECH University, Ho Chi Minh City, 70000, Vietnam","institution_ids":["https://openalex.org/I47265099","https://openalex.org/I4387155935"]},{"raw_affiliation_string":"School of Information and Communication Technology, Griffith University, Gold Coast, 4215, Australia","institution_ids":["https://openalex.org/I11701301"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5052925867"],"corresponding_institution_ids":["https://openalex.org/I11701301"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":1.5574,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.81952525,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"68","issue":"4","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9927999973297119,"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"}},"topics":[{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9927999973297119,"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"}},{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9887999892234802,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11478","display_name":"Caching and Content Delivery","score":0.9858999848365784,"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/computer-science","display_name":"Computer science","score":0.4834388196468353},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3506569564342499},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3359031081199646}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4834388196468353},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3506569564342499},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3359031081199646}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s11432-024-4162-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11432-024-4162-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11432-024-4162-2.pdf","source":{"id":"https://openalex.org/S4210218743","display_name":"Science China Information Sciences","issn_l":"1674-733X","issn":["1674-733X","1869-1919"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Science China Information Sciences","raw_type":"journal-article"},{"id":"pmh:oai:infoscience.epfl.ch:20.500.14299/249105","is_oa":true,"landing_page_url":"https://infoscience.epfl.ch/handle/20.500.14299/249105","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"research article"}],"best_oa_location":{"id":"doi:10.1007/s11432-024-4162-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11432-024-4162-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11432-024-4162-2.pdf","source":{"id":"https://openalex.org/S4210218743","display_name":"Science China Information Sciences","issn_l":"1674-733X","issn":["1674-733X","1869-1919"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Science China Information Sciences","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409150219.pdf","grobid_xml":"https://content.openalex.org/works/W4409150219.grobid-xml"},"referenced_works_count":63,"referenced_works":["https://openalex.org/W206870228","https://openalex.org/W1583837637","https://openalex.org/W2086676200","https://openalex.org/W2106371135","https://openalex.org/W2541884796","https://openalex.org/W2546812622","https://openalex.org/W2555166950","https://openalex.org/W2604738573","https://openalex.org/W2787878670","https://openalex.org/W2806255535","https://openalex.org/W2902925518","https://openalex.org/W2913272944","https://openalex.org/W2914304175","https://openalex.org/W2914607429","https://openalex.org/W2954078796","https://openalex.org/W2954121635","https://openalex.org/W2954251116","https://openalex.org/W2966197541","https://openalex.org/W3006555759","https://openalex.org/W3017949972","https://openalex.org/W3024836211","https://openalex.org/W3026768285","https://openalex.org/W3034368386","https://openalex.org/W3034844787","https://openalex.org/W3035453001","https://openalex.org/W3084361264","https://openalex.org/W3084396173","https://openalex.org/W3134255974","https://openalex.org/W3138154797","https://openalex.org/W3170647102","https://openalex.org/W3170790803","https://openalex.org/W3182125009","https://openalex.org/W3192330684","https://openalex.org/W3194243671","https://openalex.org/W3211008974","https://openalex.org/W4206455036","https://openalex.org/W4206513838","https://openalex.org/W4221147174","https://openalex.org/W4246297465","https://openalex.org/W4281804392","https://openalex.org/W4281937774","https://openalex.org/W4283796083","https://openalex.org/W4290003882","https://openalex.org/W4312220084","https://openalex.org/W4316369296","https://openalex.org/W4321483875","https://openalex.org/W4321618026","https://openalex.org/W4385262050","https://openalex.org/W4392366624","https://openalex.org/W4393038469","https://openalex.org/W4399151812","https://openalex.org/W4404223955","https://openalex.org/W4407593002","https://openalex.org/W6674914833","https://openalex.org/W6687483927","https://openalex.org/W6752029299","https://openalex.org/W6759238902","https://openalex.org/W6765541894","https://openalex.org/W6807767519","https://openalex.org/W6841563873","https://openalex.org/W6842738431","https://openalex.org/W6846406527","https://openalex.org/W6861051511"],"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/W4396696052"],"abstract_inverted_index":{"Abstract":[0],"The":[1],"evolution":[2],"of":[3,10,128,137,182,216,230,270],"edge":[4,156,217],"computing":[5],"has":[6],"advanced":[7],"the":[8,83,121,126,180,195,213,234,238],"accessibility":[9],"E-health":[11,59,108],"recommendation":[12,60,65,105,188],"services,":[13,61],"encompassing":[14],"areas":[15],"such":[16],"as":[17,114],"medical":[18],"consultations,":[19],"prescription":[20],"guidance,":[21],"and":[22,38,53,71,256,266,273],"diagnostic":[23,111,140,187],"assessments.":[24],"Traditional":[25],"methodologies":[26],"predominantly":[27],"utilize":[28],"centralized":[29],"recommendations,":[30],"relying":[31],"on":[32,142],"servers":[33],"to":[34,41,79,86,95,107,131,199,205,226],"store":[35],"client":[36,122],"data":[37,51,258],"dispatch":[39],"advice":[40],"users.":[42],"However,":[43,144],"these":[44,96],"conventional":[45],"approaches":[46],"raise":[47],"significant":[48],"concerns":[49],"regarding":[50],"privacy":[52,80],"often":[54,149],"result":[55],"in":[56,179,268],"computational":[57,161,208],"inefficiencies.":[58],"distinct":[62],"from":[63],"other":[64],"domains,":[66],"demand":[67],"not":[68],"only":[69],"precise":[70],"swift":[72],"analyses":[73],"but":[74],"also":[75],"a":[76,100,151,175,221],"stringent":[77],"adherence":[78],"safeguards,":[81],"given":[82],"users\u2019":[84],"reluctance":[85],"disclose":[87],"their":[88,159,206],"identities":[89],"or":[90],"health":[91],"information.":[92],"In":[93,163],"response":[94],"challenges,":[97],"we":[98,166,219],"explore":[99],"new":[101],"paradigm":[102],"called":[103],"on-device":[104],"tailored":[106],"diagnostics,":[109],"where":[110],"support":[112],"(such":[113],"biomedical":[115],"image":[116],"diagnostics),":[117],"is":[118],"computed":[119],"at":[120],"level.":[123],"We":[124],"leverage":[125],"advances":[127],"federated":[129,146,170],"learning":[130,134,147,171],"deploy":[132,150],"deep":[133,183],"models":[135,232],"capable":[136],"delivering":[138],"expert-level":[139],"suggestions":[141],"clients.":[143],"existing":[145],"frameworks":[148],"singular":[152],"model":[153,202],"across":[154,189,244],"all":[155],"devices,":[157,218],"overlooking":[158],"heterogeneous":[160,190],"capabilities.":[162],"this":[164],"work,":[165],"propose":[167],"an":[168],"adaptive":[169],"framework":[172,193],"utilizing":[173],"BlockNets,":[174],"modular":[176],"design":[177],"rooted":[178],"layers":[181],"neural":[184],"networks,":[185],"for":[186,197],"devices.":[191],"Our":[192],"offers":[194],"flexibility":[196],"users":[198],"adjust":[200],"local":[201,231],"configurations":[203],"according":[204],"device\u2019s":[207],"power.":[209],"To":[210],"further":[211],"handle":[212],"capacity":[214],"skewness":[215],"develop":[220],"data-free":[222],"knowledge":[223],"distillation":[224],"mechanism":[225],"ensure":[227],"synchronized":[228],"parameters":[229],"with":[233],"global":[235],"model,":[236],"enhancing":[237],"overall":[239],"accuracy.":[240],"Through":[241],"comprehensive":[242],"experiments":[243],"five":[245],"real-world":[246],"datasets,":[247],"against":[248],"six":[249,253],"baseline":[250],"models,":[251],"within":[252],"experimental":[254],"setups,":[255],"various":[257],"distribution":[259],"scenarios,":[260],"our":[261],"architecture":[262],"demonstrates":[263],"unparalleled":[264],"performance":[265],"robustness":[267],"terms":[269],"both":[271],"accuracy":[272],"efficiency.":[274]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
