{"id":"https://openalex.org/W3088158085","doi":"https://doi.org/10.1109/mcom.001.2000394","title":"Communicate to Learn at the Edge","display_name":"Communicate to Learn at the Edge","publication_year":2020,"publication_date":"2020-12-01","ids":{"openalex":"https://openalex.org/W3088158085","doi":"https://doi.org/10.1109/mcom.001.2000394","mag":"3088158085"},"language":"en","primary_location":{"id":"doi:10.1109/mcom.001.2000394","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcom.001.2000394","pdf_url":null,"source":{"id":"https://openalex.org/S158797327","display_name":"IEEE Communications Magazine","issn_l":"0163-6804","issn":["0163-6804","1558-1896"],"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 Communications Magazine","raw_type":"journal-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2009.13269","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5016883501","display_name":"Den\u0131z G\u00fcnd\u00fcz","orcid":"https://orcid.org/0000-0002-7725-395X"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Deniz Gunduz","raw_affiliation_strings":["Imperial College London"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Imperial College London","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044611289","display_name":"David Burth Kurka","orcid":"https://orcid.org/0000-0002-3754-3290"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"David Burth Kurka","raw_affiliation_strings":["Imperial College London"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Imperial College London","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076708996","display_name":"Miko\u0142aj Jankowski","orcid":"https://orcid.org/0000-0001-5362-7411"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mikolaj Jankowski","raw_affiliation_strings":["Imperial College London"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Imperial College London","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010987707","display_name":"Mohammad Mohammadi Amiri","orcid":"https://orcid.org/0000-0002-7343-6628"},"institutions":[{"id":"https://openalex.org/I20089843","display_name":"Princeton University","ror":"https://ror.org/00hx57361","country_code":"US","type":"education","lineage":["https://openalex.org/I20089843"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohammad Mohammadi Amiri","raw_affiliation_strings":["Princeton University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Princeton University","institution_ids":["https://openalex.org/I20089843"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009592121","display_name":"Emre \u00d6zfatura","orcid":"https://orcid.org/0000-0002-6974-5671"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Emre Ozfatura","raw_affiliation_strings":["Imperial College London"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Imperial College London","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086698877","display_name":"Sreejith Sreekumar","orcid":"https://orcid.org/0000-0003-3615-8961"},"institutions":[{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sreejith Sreekumar","raw_affiliation_strings":["Cornell University","cornell University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cornell University","institution_ids":["https://openalex.org/I205783295"]},{"raw_affiliation_string":"cornell University","institution_ids":["https://openalex.org/I205783295"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2081,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.51939607,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":95},"biblio":{"volume":"58","issue":"12","first_page":"14","last_page":"19"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10964","display_name":"Wireless Communication Security Techniques","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T10964","display_name":"Wireless Communication Security Techniques","score":0.9997000098228455,"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/T12879","display_name":"Distributed Sensor Networks and Detection Algorithms","score":0.9994999766349792,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9994000196456909,"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":0.7262866497039795},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.6277985572814941},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.6257354021072388},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.61092209815979},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.5437142252922058},{"id":"https://openalex.org/keywords/coding","display_name":"Coding (social sciences)","score":0.48802676796913147},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.46369612216949463},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4256199300289154},{"id":"https://openalex.org/keywords/bandwidth","display_name":"Bandwidth (computing)","score":0.4117572605609894},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.3730466365814209},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3483757972717285},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32340097427368164}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7262866497039795},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.6277985572814941},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.6257354021072388},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.61092209815979},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.5437142252922058},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.48802676796913147},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.46369612216949463},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4256199300289154},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.4117572605609894},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.3730466365814209},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3483757972717285},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32340097427368164},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.1109/mcom.001.2000394","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcom.001.2000394","pdf_url":null,"source":{"id":"https://openalex.org/S158797327","display_name":"IEEE Communications Magazine","issn_l":"0163-6804","issn":["0163-6804","1558-1896"],"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 Communications Magazine","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2009.13269","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2009.13269","pdf_url":"https://arxiv.org/pdf/2009.13269","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":"","raw_type":"text"},{"id":"mag:3088158085","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/2009.13269.pdf","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:iris.unimore.it:11380/1247334","is_oa":true,"landing_page_url":"http://hdl.handle.net/11380/1247334","pdf_url":null,"source":{"id":"https://openalex.org/S4306400718","display_name":"IRIS UNIMORE (University of Modena and Reggio Emilia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I122346577","host_organization_name":"University of Modena and Reggio Emilia","host_organization_lineage":["https://openalex.org/I122346577"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:spiral.imperial.ac.uk:10044/1/83461","is_oa":false,"landing_page_url":"http://hdl.handle.net/10044/1/83461","pdf_url":null,"source":{"id":"https://openalex.org/S4306401396","display_name":"Spiral (Imperial College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I47508984","host_organization_name":"Imperial College London","host_organization_lineage":["https://openalex.org/I47508984"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"19","raw_type":"Journal Article"},{"id":"doi:10.48550/arxiv.2009.13269","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2009.13269","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:2009.13269","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2009.13269","pdf_url":"https://arxiv.org/pdf/2009.13269","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":"","raw_type":"text"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.5099999904632568,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W2268702383","https://openalex.org/W2541884796","https://openalex.org/W2741736887","https://openalex.org/W2769644379","https://openalex.org/W2907379776","https://openalex.org/W2920095265","https://openalex.org/W2963256807","https://openalex.org/W2970408908","https://openalex.org/W2975156709","https://openalex.org/W2981114133","https://openalex.org/W2981934169","https://openalex.org/W2983400533","https://openalex.org/W3006919779","https://openalex.org/W3015418122","https://openalex.org/W3103412725","https://openalex.org/W6728757088","https://openalex.org/W6742061381","https://openalex.org/W6746200960","https://openalex.org/W6748019619","https://openalex.org/W6752557422","https://openalex.org/W6762869072","https://openalex.org/W6764838729"],"related_works":["https://openalex.org/W3120141412","https://openalex.org/W3007279920","https://openalex.org/W3022898652","https://openalex.org/W2987849745","https://openalex.org/W3043758338","https://openalex.org/W2913611568","https://openalex.org/W3026995903","https://openalex.org/W2806338881","https://openalex.org/W2979307128","https://openalex.org/W3193756097","https://openalex.org/W2948123691","https://openalex.org/W3095911578","https://openalex.org/W3048657120","https://openalex.org/W2783250431","https://openalex.org/W2207024434","https://openalex.org/W3122584441","https://openalex.org/W2306044408","https://openalex.org/W2896226685","https://openalex.org/W1517694747","https://openalex.org/W2938589069"],"abstract_inverted_index":{"Bringing":[0],"the":[1,33,55,83,91,114,121,126,134,153],"success":[2,34],"of":[3,35,41,47,85,93,158],"modern":[4,99],"machine":[5],"learning":[6,149],"(ML)":[7],"techniques":[8],"to":[9],"mobile":[10],"devices":[11,60],"can":[12],"enable":[13],"many":[14],"new":[15],"services":[16],"and":[17,24,43,65,75,78,87,117,120,142,148,155],"businesses,":[18],"but":[19,51],"also":[20],"poses":[21],"significant":[22],"technical":[23],"research":[25],"challenges.":[26],"Two":[27],"factors":[28],"that":[29,69,137],"are":[30,38,49,61],"critical":[31],"for":[32,144,151],"ML":[36,122],"algorithms":[37,123],"massive":[39],"amounts":[40],"data":[42],"processing":[44],"power,":[45],"both":[46,152],"which":[48],"plentiful,":[50],"highly":[52],"distributed":[53],"at":[54,125],"network":[56,127],"edge.":[57,128],"Moreover,":[58],"edge":[59,159],"connected":[62],"through":[63],"bandwidth-":[64],"power-limited":[66],"wireless":[67,100],"links":[68],"suffer":[70],"from":[71],"noise,":[72],"time":[73],"variations,":[74],"interference.":[76],"Information":[77],"coding":[79,116],"theory":[80],"have":[81],"laid":[82],"foundations":[84],"reliable":[86],"efficient":[88],"communications":[89],"in":[90,98],"presence":[92],"channel":[94],"imperfections,":[95],"whose":[96],"application":[97],"networks":[101],"has":[102],"been":[103],"a":[104,110,145],"tremendous":[105],"success.":[106],"However,":[107],"there":[108],"is":[109],"clear":[111],"disconnect":[112],"between":[113],"current":[115,135],"communication":[118,147],"schemes,":[119],"deployed":[124],"In":[129],"this":[130],"article,":[131],"we":[132],"challenge":[133],"approach":[136],"treats":[138],"these":[139],"problems":[140],"separately,":[141],"argue":[143],"joint":[146],"paradigm":[150],"training":[154],"inference":[156],"stages":[157],"learning.":[160]},"counts_by_year":[{"year":2021,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
