{"id":"https://openalex.org/W4388624634","doi":"https://doi.org/10.1109/mcom.002.2300257","title":"Transformer Masked Autoencoders for Next-Generation Wireless Communications: Architecture and Opportunities","display_name":"Transformer Masked Autoencoders for Next-Generation Wireless Communications: Architecture and Opportunities","publication_year":2023,"publication_date":"2023-11-13","ids":{"openalex":"https://openalex.org/W4388624634","doi":"https://doi.org/10.1109/mcom.002.2300257"},"language":"en","primary_location":{"id":"doi:10.1109/mcom.002.2300257","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcom.002.2300257","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":"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/A5002896363","display_name":"Abdullah Zayat","orcid":null},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Abdullah Zayat","raw_affiliation_strings":["University of British Columbia,Canada"],"affiliations":[{"raw_affiliation_string":"University of British Columbia,Canada","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085054693","display_name":"Mahmoud A. Hasabelnaby","orcid":"https://orcid.org/0000-0003-1456-5734"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Mahmoud A. Hasabelnaby","raw_affiliation_strings":["University of British Columbia,Canada"],"affiliations":[{"raw_affiliation_string":"University of British Columbia,Canada","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025760016","display_name":"Mohanad Obeed","orcid":"https://orcid.org/0000-0001-6774-255X"},"institutions":[{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Mohanad Obeed","raw_affiliation_strings":["Carleton University,Ottawa,Canada"],"affiliations":[{"raw_affiliation_string":"Carleton University,Ottawa,Canada","institution_ids":["https://openalex.org/I67031392"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044765621","display_name":"Anas Chaaban","orcid":"https://orcid.org/0000-0002-8713-5084"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Anas Chaaban","raw_affiliation_strings":["University of British Columbia,Canada"],"affiliations":[{"raw_affiliation_string":"University of British Columbia,Canada","institution_ids":["https://openalex.org/I141945490"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5002896363"],"corresponding_institution_ids":["https://openalex.org/I141945490"],"apc_list":null,"apc_paid":null,"fwci":2.6153,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.91870634,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"62","issue":"7","first_page":"88","last_page":"94"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12131","display_name":"Wireless Signal Modulation Classification","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/T12131","display_name":"Wireless Signal Modulation Classification","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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9937999844551086,"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/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.9919000267982483,"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":0.7650949358940125},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.7628578543663025},{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.6209103465080261},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.60675448179245},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.4996628761291504},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.47732052206993103},{"id":"https://openalex.org/keywords/coding","display_name":"Coding (social sciences)","score":0.4770166873931885},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.4557388424873352},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4162128269672394},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4157121479511261},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.36305147409439087},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.34440791606903076},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32522982358932495},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.3199028968811035},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.16678789258003235}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7650949358940125},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.7628578543663025},{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.6209103465080261},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.60675448179245},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.4996628761291504},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.47732052206993103},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.4770166873931885},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.4557388424873352},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4162128269672394},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4157121479511261},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.36305147409439087},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.34440791606903076},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32522982358932495},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.3199028968811035},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.16678789258003235},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","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/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mcom.002.2300257","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcom.002.2300257","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"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.5600000023841858,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2133665775","https://openalex.org/W2886374543","https://openalex.org/W2950863887","https://openalex.org/W2963149687","https://openalex.org/W2963836746","https://openalex.org/W3016325548","https://openalex.org/W3034469748","https://openalex.org/W3047546935","https://openalex.org/W3120302457","https://openalex.org/W4313156423","https://openalex.org/W4385245566","https://openalex.org/W4385626986","https://openalex.org/W6726139862","https://openalex.org/W6754634825"],"related_works":["https://openalex.org/W17155033","https://openalex.org/W3013693939","https://openalex.org/W3207760230","https://openalex.org/W1496222301","https://openalex.org/W2566616303","https://openalex.org/W2159052453","https://openalex.org/W4312814274","https://openalex.org/W1590307681","https://openalex.org/W2536018345","https://openalex.org/W4285370786"],"abstract_inverted_index":{"Next-generation":[0],"communication":[1,81],"networks":[2,90],"are":[3],"expected":[4],"to":[5,16,124],"exploit":[6],"recent":[7],"advances":[8],"in":[9,44,56,87,141],"data":[10,118],"science":[11],"and":[12,40,62,66,100,104,121,132],"cutting-edge":[13],"communications":[14,23],"technologies":[15],"improve":[17,117],"the":[18,21,36,50,58,68,72,139],"utilization":[19],"of":[20,52,60],"available":[22],"resources.":[24],"In":[25],"this":[26],"article,":[27],"we":[28,107,128],"introduce":[29],"an":[30],"emerging":[31],"deep":[32],"learning":[33],"(DL)":[34],"architecture,":[35],"transformermasked":[37],"autoencoder":[38],"(TMAE),":[39],"discuss":[41,49,129],"its":[42],"potential":[43],"nextgeneration":[45,88],"wireless":[46,80],"networks.":[47,145],"We":[48,83],"limitations":[51],"current":[53],"DL":[54,74],"techniques":[55,75],"meeting":[57],"requirements":[59],"5G":[61,64],"beyond":[63],"networks,":[65],"how":[67,113],"TMAE":[69,115,140],"differs":[70],"from":[71],"classical":[73],"can":[76,92,116],"potentially":[77],"address":[78],"several":[79],"problems.":[82],"highlight":[84],"various":[85],"areas":[86],"mobile":[89,144],"which":[91],"be":[93],"addressed":[94],"using":[95],"a":[96,109,114],"TMAE,":[97],"including":[98],"source":[99],"channel":[101],"coding,":[102],"estimation,":[103],"security.":[105],"Furthermore,":[106],"demonstrate":[108],"case":[110],"study":[111],"showing":[112],"compression":[119],"performance":[120],"complexity":[122],"compared":[123],"existing":[125],"schemes.":[126],"Finally,":[127],"key":[130],"challenges":[131],"open":[133],"future":[134],"research":[135],"directions":[136],"for":[137],"deploying":[138],"intelligent":[142],"next-generation":[143]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":2}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}
