{"id":"https://openalex.org/W3202867336","doi":"https://doi.org/10.1109/twc.2022.3181219","title":"Learn to Communicate With Neural Calibration: Scalability and Generalization","display_name":"Learn to Communicate With Neural Calibration: Scalability and Generalization","publication_year":2022,"publication_date":"2022-06-14","ids":{"openalex":"https://openalex.org/W3202867336","doi":"https://doi.org/10.1109/twc.2022.3181219","mag":"3202867336"},"language":"en","primary_location":{"id":"doi:10.1109/twc.2022.3181219","is_oa":false,"landing_page_url":"https://doi.org/10.1109/twc.2022.3181219","pdf_url":null,"source":{"id":"https://openalex.org/S63459445","display_name":"IEEE Transactions on Wireless Communications","issn_l":"1536-1276","issn":["1536-1276","1558-2248"],"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 Transactions on Wireless 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/A5067566729","display_name":"Yifan Ma","orcid":null},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Yifan Ma","raw_affiliation_strings":["Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology, Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology, Hong Kong","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101694397","display_name":"Yifei Shen","orcid":"https://orcid.org/0000-0003-4745-9145"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Yifei Shen","raw_affiliation_strings":["Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology, Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology, Hong Kong","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028609226","display_name":"Xianghao Yu","orcid":"https://orcid.org/0000-0002-8874-8712"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Xianghao Yu","raw_affiliation_strings":["Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0002-8874-8712","affiliations":[{"raw_affiliation_string":"Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology, Hong Kong","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100433167","display_name":"Jun Zhang","orcid":"https://orcid.org/0000-0002-5222-1898"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Jun Zhang","raw_affiliation_strings":["Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0002-5222-1898","affiliations":[{"raw_affiliation_string":"Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology, Hong Kong","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025467937","display_name":"Shenghui Song","orcid":"https://orcid.org/0000-0001-6316-8415"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"S. H. Song","raw_affiliation_strings":["Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0001-6316-8415","affiliations":[{"raw_affiliation_string":"Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology, Hong Kong","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079052203","display_name":"Khaled B. Letaief","orcid":"https://orcid.org/0000-0003-2519-6401"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Khaled B. Letaief","raw_affiliation_strings":["Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0003-2519-6401","affiliations":[{"raw_affiliation_string":"Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology, Hong Kong","institution_ids":["https://openalex.org/I200769079"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I200769079"],"apc_list":null,"apc_paid":null,"fwci":0.9718,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.72644904,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"21","issue":"11","first_page":"9947","last_page":"9961"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10936","display_name":"Millimeter-Wave Propagation and Modeling","score":0.9995999932289124,"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/T10936","display_name":"Millimeter-Wave Propagation and Modeling","score":0.9995999932289124,"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":0.9991999864578247,"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/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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8019444942474365},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7807507514953613},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6170140504837036},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.5931527614593506},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.5508666634559631},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.5401633381843567},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5193080306053162},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5182957053184509},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4524289071559906},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.45215392112731934},{"id":"https://openalex.org/keywords/mimo","display_name":"MIMO","score":0.4466245770454407},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.36571192741394043},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.1808871626853943},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.1320231854915619},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08055779337882996}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8019444942474365},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7807507514953613},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6170140504837036},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.5931527614593506},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.5508666634559631},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.5401633381843567},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5193080306053162},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5182957053184509},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4524289071559906},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.45215392112731934},{"id":"https://openalex.org/C207987634","wikidata":"https://www.wikidata.org/wiki/Q176862","display_name":"MIMO","level":3,"score":0.4466245770454407},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.36571192741394043},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.1808871626853943},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.1320231854915619},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08055779337882996},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/twc.2022.3181219","is_oa":false,"landing_page_url":"https://doi.org/10.1109/twc.2022.3181219","pdf_url":null,"source":{"id":"https://openalex.org/S63459445","display_name":"IEEE Transactions on Wireless Communications","issn_l":"1536-1276","issn":["1536-1276","1558-2248"],"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 Transactions on Wireless Communications","raw_type":"journal-article"},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-118501","is_oa":false,"landing_page_url":"http://lbdiscover.ust.hk/uresolver?url_ver=Z39.88-2004&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rfr_id=info:sid/HKUST:SPI&rft.genre=article&rft.issn=1536-1276&rft.volume=&rft.issue=&rft.date=2022&rft.spage=1&rft.aulast=Ma&rft.aufirst=&rft.atitle=Learn+to+Communicate+with+Neural+Calibration%3A+Scalability+and+Generalization&rft.title=IEEE+Transactions+on+Wireless+Communications","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4099999964237213,"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":63,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1874281995","https://openalex.org/W1970830346","https://openalex.org/W2023535408","https://openalex.org/W2040209771","https://openalex.org/W2087441793","https://openalex.org/W2100755644","https://openalex.org/W2103972037","https://openalex.org/W2108662631","https://openalex.org/W2119911368","https://openalex.org/W2120549790","https://openalex.org/W2128513990","https://openalex.org/W2130134073","https://openalex.org/W2138020668","https://openalex.org/W2139317044","https://openalex.org/W2147601077","https://openalex.org/W2150341604","https://openalex.org/W2557283755","https://openalex.org/W2616867685","https://openalex.org/W2797462110","https://openalex.org/W2804075771","https://openalex.org/W2914949576","https://openalex.org/W2936900179","https://openalex.org/W2963290405","https://openalex.org/W2963504849","https://openalex.org/W2964121744","https://openalex.org/W2964121960","https://openalex.org/W2969519626","https://openalex.org/W2975471211","https://openalex.org/W2981871664","https://openalex.org/W2992716901","https://openalex.org/W3005526854","https://openalex.org/W3008026851","https://openalex.org/W3011730771","https://openalex.org/W3013594094","https://openalex.org/W3040694955","https://openalex.org/W3047717353","https://openalex.org/W3096252532","https://openalex.org/W3104804153","https://openalex.org/W3106282754","https://openalex.org/W3111499798","https://openalex.org/W3120336817","https://openalex.org/W3126373016","https://openalex.org/W3130026012","https://openalex.org/W3133902371","https://openalex.org/W3136491408","https://openalex.org/W3166362157","https://openalex.org/W3188212407","https://openalex.org/W3197326271","https://openalex.org/W3214462705","https://openalex.org/W4205947740","https://openalex.org/W4226029525","https://openalex.org/W4226147398","https://openalex.org/W4288073452","https://openalex.org/W4288574671","https://openalex.org/W4297823373","https://openalex.org/W4378974380","https://openalex.org/W6631190155","https://openalex.org/W6682228289","https://openalex.org/W6759127422","https://openalex.org/W6780297710","https://openalex.org/W6801027479","https://openalex.org/W6843067896"],"related_works":["https://openalex.org/W2389214306","https://openalex.org/W1630076647","https://openalex.org/W4375867731","https://openalex.org/W2371138613","https://openalex.org/W4235240664","https://openalex.org/W2080152487","https://openalex.org/W2048963458","https://openalex.org/W2965083567","https://openalex.org/W1838576100","https://openalex.org/W43109613"],"abstract_inverted_index":{"The":[0,161,184],"conventional":[1,134],"design":[2,23,43],"of":[3,17,133,140,171],"wireless":[4,32,84,120,172],"communication":[5,19],"systems":[6],"typically":[7],"relies":[8],"on":[9],"established":[10],"mathematical":[11],"models":[12],"that":[13,207],"capture":[14],"the":[15,48,96,131,138,168,208,221],"characteristics":[16],"different":[18],"modules.":[20],"Unfortunately,":[21],"such":[22,52],"cannot":[24],"be":[25,36],"easily":[26],"and":[27,82,99,113,217],"directly":[28],"applied":[29,190],"to":[30,65,93,100,129,151,177,191],"future":[31,119],"networks,":[33],"which":[34,61],"will":[35,54,205],"characterized":[37],"by":[38,167],"large-scale":[39],"ultra-dense":[40],"networks":[41,53,150],"whose":[42],"complexity":[44],"scales":[45],"exponentially":[46],"with":[47,95,102,147,220],"network":[49,104,126,182],"size.":[50],"Furthermore,":[51],"vary":[55],"dynamically":[56],"in":[57,197],"a":[58,111,124,141,153,179],"significant":[59],"way,":[60],"makes":[62],"it":[63],"intractable":[64],"develop":[66,178],"comprehensive":[67],"analytical":[68],"models.":[69],"Recently,":[70],"deep":[71,148],"learning-based":[72,88,223],"approaches":[73],"have":[74,90],"emerged":[75],"as":[76],"potential":[77],"alternatives":[78],"for":[79,118],"designing":[80],"complex":[81],"dynamic":[83],"systems.":[85,202],"However,":[86],"existing":[87,222],"methods":[89],"limited":[91],"capabilities":[92],"scale":[94],"problem":[97],"size":[98],"generalize":[101],"varying":[103],"settings.":[105],"In":[106],"this":[107],"paper,":[108],"we":[109],"propose":[110],"scalable":[112],"generalizable":[114,180],"neural":[115,125,149,181,186,210],"calibration":[116,187,211],"framework":[117,188],"system":[121],"design,":[122],"where":[123],"is":[127,145,174,189],"adopted":[128],"calibrate":[130],"input":[132],"model-based":[135],"algorithms.":[136],"Specifically,":[137],"backbone":[139],"traditional":[142],"time-efficient":[143],"algorithm":[144],"integrated":[146],"achieve":[152],"high":[154],"computational":[155],"efficiency,":[156],"while":[157],"enjoying":[158],"enhanced":[159],"performance.":[160],"permutation":[162],"equivariance":[163],"property,":[164],"carried":[165],"out":[166],"topological":[169],"structure":[170],"systems,":[173],"furthermore":[175],"utilized":[176],"architecture.":[183],"proposed":[185,209],"solve":[192],"challenging":[193],"resource":[194],"management":[195],"problems":[196],"massive":[198],"multiple-input":[199],"multiple-output":[200],"(MIMO)":[201],"Simulation":[203],"results":[204],"show":[206],"approach":[212],"enjoys":[213],"significantly":[214],"improved":[215],"scalability":[216],"generalization":[218],"compared":[219],"methods.":[224]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}