{"id":"https://openalex.org/W4402775671","doi":"https://doi.org/10.1109/jsac.2024.3459027","title":"An Efficient Privacy-Aware Split Learning Framework for Satellite Communications","display_name":"An Efficient Privacy-Aware Split Learning Framework for Satellite Communications","publication_year":2024,"publication_date":"2024-09-16","ids":{"openalex":"https://openalex.org/W4402775671","doi":"https://doi.org/10.1109/jsac.2024.3459027"},"language":"en","primary_location":{"id":"doi:10.1109/jsac.2024.3459027","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsac.2024.3459027","pdf_url":null,"source":{"id":"https://openalex.org/S90422530","display_name":"IEEE Journal on Selected Areas in Communications","issn_l":"0733-8716","issn":["0733-8716","1558-0008"],"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 Journal on Selected Areas in Communications","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/A5061961718","display_name":"Jianfei Sun","orcid":"https://orcid.org/0000-0002-6944-8378"},"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":true,"raw_author_name":"Jianfei Sun","raw_affiliation_strings":["School of Computer Science and Engineering, Nanyang Technological University, Nanyang Ave, Singapore","School of Computer Science and Engineering, Nanyang Technological University, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-6944-8378","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Nanyang Ave, Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101623391","display_name":"Cong Wu","orcid":"https://orcid.org/0000-0002-0930-0283"},"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":"Cong Wu","raw_affiliation_strings":["School of Computer Science and Engineering, Nanyang Technological University, Nanyang Ave, Singapore","School of Computer Science and Engineering, Nanyang Technological University, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-0930-0283","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Nanyang Ave, Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056209905","display_name":"Shahid Mumtaz","orcid":"https://orcid.org/0000-0001-6364-6149"},"institutions":[{"id":"https://openalex.org/I52590639","display_name":"Nottingham Trent University","ror":"https://ror.org/04xyxjd90","country_code":"GB","type":"education","lineage":["https://openalex.org/I52590639"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Shahid Mumtaz","raw_affiliation_strings":["Department of Engineering, Nottingham Trent University, Nottingham, U.K","Departement of Engineering, Nottingham Trent University, UK"],"raw_orcid":"https://orcid.org/0000-0001-6364-6149","affiliations":[{"raw_affiliation_string":"Department of Engineering, Nottingham Trent University, Nottingham, U.K","institution_ids":["https://openalex.org/I52590639"]},{"raw_affiliation_string":"Departement of Engineering, Nottingham Trent University, UK","institution_ids":["https://openalex.org/I52590639"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000601534","display_name":"Junyi Tao","orcid":"https://orcid.org/0000-0003-2638-5386"},"institutions":[{"id":"https://openalex.org/I59553526","display_name":"Stony Brook University","ror":"https://ror.org/05qghxh33","country_code":"US","type":"education","lineage":["https://openalex.org/I59553526"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Junyi Tao","raw_affiliation_strings":["Department of Computer Science, Stony Brook University, Stony Brook, NY, USA","Stony Brook University, Stony Brook, New York, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Stony Brook University, Stony Brook, NY, USA","institution_ids":["https://openalex.org/I59553526"]},{"raw_affiliation_string":"Stony Brook University, Stony Brook, New York, USA","institution_ids":["https://openalex.org/I59553526"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088153559","display_name":"Mingsheng Cao","orcid":"https://orcid.org/0000-0003-0691-2724"},"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":"Mingsheng Cao","raw_affiliation_strings":["Network and Data Security Key Laboratory of Sichuan Province, University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0003-0691-2724","affiliations":[{"raw_affiliation_string":"Network and Data Security Key Laboratory of Sichuan Province, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100375208","display_name":"Mei Wang","orcid":"https://orcid.org/0000-0002-7658-3797"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]},{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mei Wang","raw_affiliation_strings":["School of Cyber Science and Technology, Shandong University, Qingdao, China","School of Cyber Science and Technology, Shandong University, China"],"raw_orcid":"https://orcid.org/0000-0002-7658-3797","affiliations":[{"raw_affiliation_string":"School of Cyber Science and Technology, Shandong University, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]},{"raw_affiliation_string":"School of Cyber Science and Technology, Shandong University, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027913823","display_name":"Valerio Frascolla","orcid":"https://orcid.org/0000-0002-4256-2955"},"institutions":[{"id":"https://openalex.org/I4210094487","display_name":"Intel (Germany)","ror":"https://ror.org/00m2x0g47","country_code":"DE","type":"company","lineage":["https://openalex.org/I1343180700","https://openalex.org/I4210094487"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Valerio Frascolla","raw_affiliation_strings":["Intel Deutschland GmbH, Neubiberg, Germany"],"raw_orcid":"https://orcid.org/0000-0002-4256-2955","affiliations":[{"raw_affiliation_string":"Intel Deutschland GmbH, Neubiberg, Germany","institution_ids":["https://openalex.org/I4210094487"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5061961718"],"corresponding_institution_ids":["https://openalex.org/I172675005"],"apc_list":null,"apc_paid":null,"fwci":17.7594,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.98848876,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"42","issue":"12","first_page":"3355","last_page":"3365"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12042","display_name":"Satellite Communication Systems","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T12042","display_name":"Satellite Communication Systems","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T12079","display_name":"IoT Networks and Protocols","score":0.9674000144004822,"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9652000069618225,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8531970381736755},{"id":"https://openalex.org/keywords/communications-satellite","display_name":"Communications satellite","score":0.5659180283546448},{"id":"https://openalex.org/keywords/satellite","display_name":"Satellite","score":0.4204104244709015},{"id":"https://openalex.org/keywords/satellite-broadcasting","display_name":"Satellite broadcasting","score":0.41534459590911865},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.3876679241657257},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3555082678794861}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8531970381736755},{"id":"https://openalex.org/C121308736","wikidata":"https://www.wikidata.org/wiki/Q149918","display_name":"Communications satellite","level":3,"score":0.5659180283546448},{"id":"https://openalex.org/C19269812","wikidata":"https://www.wikidata.org/wiki/Q26540","display_name":"Satellite","level":2,"score":0.4204104244709015},{"id":"https://openalex.org/C2986254709","wikidata":"https://www.wikidata.org/wiki/Q209588","display_name":"Satellite broadcasting","level":3,"score":0.41534459590911865},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.3876679241657257},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3555082678794861},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/jsac.2024.3459027","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsac.2024.3459027","pdf_url":null,"source":{"id":"https://openalex.org/S90422530","display_name":"IEEE Journal on Selected Areas in Communications","issn_l":"0733-8716","issn":["0733-8716","1558-0008"],"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 Journal on Selected Areas in Communications","raw_type":"journal-article"},{"id":"pmh:oai:dr.ntu.edu.sg:10356/181039","is_oa":false,"landing_page_url":"https://doi.org/10.1109/JSAC.2024.3459027","pdf_url":null,"source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"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":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7568062542","display_name":null,"funder_award_id":"62002047","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W2150256170","https://openalex.org/W2530417694","https://openalex.org/W2886851211","https://openalex.org/W2911978475","https://openalex.org/W2918719108","https://openalex.org/W2928560789","https://openalex.org/W2945827377","https://openalex.org/W2962851801","https://openalex.org/W2963209930","https://openalex.org/W2964015378","https://openalex.org/W2965824823","https://openalex.org/W2984618279","https://openalex.org/W2989060401","https://openalex.org/W2989289980","https://openalex.org/W3012125688","https://openalex.org/W3034251466","https://openalex.org/W3034513523","https://openalex.org/W3043820882","https://openalex.org/W3089706104","https://openalex.org/W3105915864","https://openalex.org/W3109212549","https://openalex.org/W3153542357","https://openalex.org/W4207018219","https://openalex.org/W4220883012","https://openalex.org/W4308643316","https://openalex.org/W4387353472","https://openalex.org/W4391558641","https://openalex.org/W4392406331","https://openalex.org/W4393058305","https://openalex.org/W4393285820","https://openalex.org/W4399287524","https://openalex.org/W4399563768","https://openalex.org/W4400681719","https://openalex.org/W4401753387","https://openalex.org/W6631190155","https://openalex.org/W6726275242","https://openalex.org/W6728757088","https://openalex.org/W6738964360","https://openalex.org/W6756436328","https://openalex.org/W6759226220","https://openalex.org/W6772284903","https://openalex.org/W6776488958","https://openalex.org/W6788246492","https://openalex.org/W6850601123","https://openalex.org/W6863039891","https://openalex.org/W6870809866"],"related_works":["https://openalex.org/W2028190576","https://openalex.org/W1836774208","https://openalex.org/W4206958678","https://openalex.org/W2325965825","https://openalex.org/W4230711642","https://openalex.org/W4233213628","https://openalex.org/W2373343648","https://openalex.org/W4237717127","https://openalex.org/W64102529","https://openalex.org/W3029457158"],"abstract_inverted_index":{"In":[0],"the":[1,169],"rapidly":[2],"evolving":[3],"domain":[4],"of":[5,138,158,172],"satellite":[6,41,67,173],"communications,":[7],"integrating":[8],"advanced":[9],"machine":[10],"learning":[11],"techniques,":[12],"particularly":[13],"split":[14],"learning,":[15,184],"is":[16],"crucial":[17],"for":[18,62,89],"enhancing":[19,124],"data":[20,100,187],"processing":[21],"and":[22,30,50,81,101,109,127],"model":[23,82,107],"training":[24],"efficiency":[25,171],"across":[26,112,117],"satellites,":[27],"space":[28],"stations,":[29],"ground":[31],"stations.":[32],"Traditional":[33],"ML":[34],"approaches":[35],"often":[36],"face":[37],"significant":[38],"challenges":[39],"within":[40],"networks":[42,88],"due":[43],"to":[44,84,97],"constraints":[45],"such":[46],"as":[47],"limited":[48],"bandwidth":[49],"computational":[51,128],"resources.":[52],"To":[53],"address":[54],"this":[55],"gap,":[56],"we":[57],"propose":[58],"a":[59,142,178],"novel":[60],"framework":[61,164],"more":[63],"efficient":[64],"SL":[65],"in":[66,123,145,181,189],"communications.":[68],"Our":[69,163],"approach,":[70],"Dynamic":[71],"Topology-Informed":[72],"Pruning,":[73],"namely":[74],"DTIP,":[75],"combines":[76],"differential":[77,95],"privacy":[78,96],"with":[79],"graph":[80,86,99],"pruning":[83],"optimize":[85],"neural":[87],"distributed":[90,183],"learning.":[91],"DTIP":[92,134,154],"strategically":[93],"applies":[94],"raw":[98],"prunes":[102],"GNNs,":[103],"thereby":[104],"optimizing":[105],"both":[106],"size":[108],"communication":[110],"load":[111],"network":[113],"tiers.":[114],"Extensive":[115],"experiments":[116],"diverse":[118],"datasets":[119],"demonstrate":[120],"DTIP\u2019s":[121],"efficacy":[122],"privacy,":[125],"accuracy,":[126],"efficiency.":[129],"Specifically,":[130],"on":[131,151],"Amazon2M":[132],"dataset,":[133,153],"maintains":[135],"an":[136,156],"accuracy":[137,157],"0.82":[139],"while":[140],"achieving":[141],"50%":[143],"reduction":[144],"floating-point":[146],"operations":[147],"per":[148],"second.":[149],"Similarly,":[150],"ArXiv":[152],"achieves":[155],"0.85":[159],"under":[160],"comparable":[161],"conditions.":[162],"not":[165],"only":[166],"significantly":[167],"improves":[168],"operational":[170],"communications":[174],"but":[175],"also":[176],"establishes":[177],"new":[179],"benchmark":[180],"privacy-aware":[182],"potentially":[185],"revolutionizing":[186],"handling":[188],"space-based":[190],"networks.":[191]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":12}],"updated_date":"2025-12-21T23:12:01.093139","created_date":"2025-10-10T00:00:00"}