{"id":"https://openalex.org/W2953970417","doi":"https://doi.org/10.1109/pimrc.2019.8904164","title":"Wireless Federated Distillation for Distributed Edge Learning with Heterogeneous Data","display_name":"Wireless Federated Distillation for Distributed Edge Learning with Heterogeneous Data","publication_year":2019,"publication_date":"2019-09-01","ids":{"openalex":"https://openalex.org/W2953970417","doi":"https://doi.org/10.1109/pimrc.2019.8904164","mag":"2953970417"},"language":"en","primary_location":{"id":"doi:10.1109/pimrc.2019.8904164","is_oa":false,"landing_page_url":"https://doi.org/10.1109/pimrc.2019.8904164","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 30th Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC)","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1907.02745","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023209815","display_name":"Jin-Hyun Ahn","orcid":"https://orcid.org/0000-0002-1863-121X"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Jin-Hyun Ahn","raw_affiliation_strings":["KAIST,School of Electrical Engineering,Daejeon,South Korea","Korea Adv. Inst. of Sci. and Technol"],"affiliations":[{"raw_affiliation_string":"KAIST,School of Electrical Engineering,Daejeon,South Korea","institution_ids":["https://openalex.org/I157485424"]},{"raw_affiliation_string":"Korea Adv. Inst. of Sci. and Technol","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017736224","display_name":"Osvaldo Simeone","orcid":"https://orcid.org/0000-0001-9898-3209"},"institutions":[{"id":"https://openalex.org/I183935753","display_name":"King's College London","ror":"https://ror.org/0220mzb33","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I183935753"]},{"id":"https://openalex.org/I4210119896","display_name":"King's College School","ror":"https://ror.org/02bbqcn27","country_code":"GB","type":"education","lineage":["https://openalex.org/I4210119896"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Osvaldo Simeone","raw_affiliation_strings":["King&#x2019;s College London,Dept. of Informatics,London,United Kingdom","Korea Adv. Inst. of Sci. and Technol"],"affiliations":[{"raw_affiliation_string":"King&#x2019;s College London,Dept. of Informatics,London,United Kingdom","institution_ids":["https://openalex.org/I183935753","https://openalex.org/I4210119896"]},{"raw_affiliation_string":"Korea Adv. Inst. of Sci. and Technol","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062994489","display_name":"Joonhyuk Kang","orcid":"https://orcid.org/0000-0002-5508-3742"},"institutions":[{"id":"https://openalex.org/I183935753","display_name":"King's College London","ror":"https://ror.org/0220mzb33","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I183935753"]},{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["GB","KR"],"is_corresponding":false,"raw_author_name":"Joonhyuk Kang","raw_affiliation_strings":["KAIST,School of Electrical Engineering,Daejeon,South Korea","King's College London"],"affiliations":[{"raw_affiliation_string":"KAIST,School of Electrical Engineering,Daejeon,South Korea","institution_ids":["https://openalex.org/I157485424"]},{"raw_affiliation_string":"King's College London","institution_ids":["https://openalex.org/I183935753"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5023209815"],"corresponding_institution_ids":["https://openalex.org/I157485424"],"apc_list":null,"apc_paid":null,"fwci":1.5913,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.87703487,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9997000098228455,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9997000098228455,"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/T10964","display_name":"Wireless Communication Security Techniques","score":0.9994999766349792,"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/T10796","display_name":"Cooperative Communication and Network Coding","score":0.9983999729156494,"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/implementation","display_name":"Implementation","score":0.8154052495956421},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.8142255544662476},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7973296046257019},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.6486070156097412},{"id":"https://openalex.org/keywords/coding","display_name":"Coding (social sciences)","score":0.6115391850471497},{"id":"https://openalex.org/keywords/distillation","display_name":"Distillation","score":0.5833581686019897},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4568018615245819},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.43750452995300293},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.42258352041244507},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.30445653200149536},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.21101993322372437},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.16030672192573547},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.06394094228744507},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.06289198994636536}],"concepts":[{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.8154052495956421},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.8142255544662476},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7973296046257019},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.6486070156097412},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.6115391850471497},{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.5833581686019897},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4568018615245819},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.43750452995300293},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.42258352041244507},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.30445653200149536},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21101993322372437},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.16030672192573547},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.06394094228744507},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.06289198994636536},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1109/pimrc.2019.8904164","is_oa":false,"landing_page_url":"https://doi.org/10.1109/pimrc.2019.8904164","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 30th Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:1907.02745","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1907.02745","pdf_url":"https://arxiv.org/pdf/1907.02745","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"},{"id":"mag:2953970417","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/1907.02745","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"pmh:oai:kclpure.kcl.ac.uk:publications/eecfdc5b-5bbc-40d1-b0ec-3f143913bd21","is_oa":false,"landing_page_url":"https://kclpure.kcl.ac.uk/portal/en/publications/eecfdc5b-5bbc-40d1-b0ec-3f143913bd21","pdf_url":null,"source":{"id":"https://openalex.org/S4306400216","display_name":"Research Portal (King's College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I183935753","host_organization_name":"King's College London","host_organization_lineage":["https://openalex.org/I183935753"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Ahn, J H, Simeone, O & Kang, J 2019, Wireless Federated Distillation for Distributed Edge Learning with Heterogeneous Data. in 2019 IEEE 30th Annual International Symposium on Personal, Indoor and Mobile Radio Communications, PIMRC 2019. vol. 2019-September, 8904164, Institute of Electrical and Electronics Engineers Inc., 30th IEEE Annual International Symposium on Personal, Indoor and Mobile Radio Communications, PIMRC 2019, Istanbul, Turkey, 8/09/2019. https://doi.org/10.1109/PIMRC.2019.8904164","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"doi:10.48550/arxiv.1907.02745","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1907.02745","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1907.02745","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1907.02745","pdf_url":"https://arxiv.org/pdf/1907.02745","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"},"sustainable_development_goals":[{"display_name":"Partnerships for the goals","score":0.44999998807907104,"id":"https://metadata.un.org/sdg/17"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2953970417.pdf","grobid_xml":"https://content.openalex.org/works/W2953970417.grobid-xml"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W1821462560","https://openalex.org/W2082029531","https://openalex.org/W2087039524","https://openalex.org/W2099111195","https://openalex.org/W2140227342","https://openalex.org/W2541884796","https://openalex.org/W2620998106","https://openalex.org/W2861117319","https://openalex.org/W2903471046","https://openalex.org/W2907379776","https://openalex.org/W2911269749","https://openalex.org/W2963927126","https://openalex.org/W2975064142","https://openalex.org/W2978015420","https://openalex.org/W2981138228","https://openalex.org/W6638523607","https://openalex.org/W6728757088","https://openalex.org/W6748108687","https://openalex.org/W6751248777","https://openalex.org/W6753150916","https://openalex.org/W6757139170"],"related_works":["https://openalex.org/W2991308345","https://openalex.org/W2541884796","https://openalex.org/W3137799395","https://openalex.org/W1945340600","https://openalex.org/W1591739262","https://openalex.org/W17303578","https://openalex.org/W1968488867","https://openalex.org/W1974064210","https://openalex.org/W20899086","https://openalex.org/W2784123118","https://openalex.org/W179952371","https://openalex.org/W2526980979","https://openalex.org/W2133597215","https://openalex.org/W2356314293","https://openalex.org/W2125682711","https://openalex.org/W3156793062","https://openalex.org/W2144555123","https://openalex.org/W2035933658","https://openalex.org/W2160761295","https://openalex.org/W2107492490"],"abstract_inverted_index":{"Cooperative":[0],"training":[1],"methods":[2],"for":[3],"distributed":[4],"machine":[5],"learning":[6],"typically":[7],"assume":[8],"noiseless":[9],"and":[10,21,40,63,74],"ideal":[11],"communication":[12,29],"channels.":[13,79],"This":[14],"work":[15],"studies":[16],"some":[17],"of":[18,27,36,47],"the":[19,25],"opportunities":[20],"challenges":[22],"arising":[23],"from":[24],"presence":[26],"wireless":[28,34],"links.":[30],"We":[31],"specifically":[32],"consider":[33],"implementations":[35,57,66],"Federated":[37,41,51],"Learning":[38],"(FL)":[39],"Distillation":[42,52],"(FD),":[43],"as":[44,46],"well":[45],"a":[48],"novel":[49],"Hybrid":[50],"(HFD)":[53],"scheme.":[54],"Both":[55],"digital":[56],"based":[58,67],"on":[59,68],"separate":[60],"source-channel":[61,70],"coding":[62,71],"over-the-air":[64],"computing":[65],"joint":[69],"are":[72],"proposed":[73],"evaluated":[75],"over":[76],"Gaussian":[77],"multiple-access":[78]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":6},{"year":2020,"cited_by_count":5}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
