{"id":"https://openalex.org/W4417439023","doi":"https://doi.org/10.1109/lcomm.2025.3645100","title":"DARNet: Deep Attention Receiver Network for 5G","display_name":"DARNet: Deep Attention Receiver Network for 5G","publication_year":2025,"publication_date":"2025-12-17","ids":{"openalex":"https://openalex.org/W4417439023","doi":"https://doi.org/10.1109/lcomm.2025.3645100"},"language":null,"primary_location":{"id":"doi:10.1109/lcomm.2025.3645100","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lcomm.2025.3645100","pdf_url":null,"source":{"id":"https://openalex.org/S147316732","display_name":"IEEE Communications Letters","issn_l":"1089-7798","issn":["1089-7798","1558-2558","2373-7891"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316002","host_organization_name":"IEEE Communications Society","host_organization_lineage":["https://openalex.org/P4310316002","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Communications Society","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 Letters","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/A5005874290","display_name":"Zhefu Wu","orcid":"https://orcid.org/0000-0003-1539-3663"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhefu Wu","raw_affiliation_strings":["Institute of Cyberspace Security and College of Information Engineering, Zhejiang University of Technology, Hangzhou, China","Institute of Cyberspace Security, College of Information Engineering, Zhejiang University of Technology, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-1539-3663","affiliations":[{"raw_affiliation_string":"Institute of Cyberspace Security and College of Information Engineering, Zhejiang University of Technology, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]},{"raw_affiliation_string":"Institute of Cyberspace Security, College of Information Engineering, Zhejiang University of Technology, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Tao Zhang","orcid":"https://orcid.org/0009-0003-7673-1790"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Zhang","raw_affiliation_strings":["Institute of Cyberspace Security and College of Information Engineering, Zhejiang University of Technology, Hangzhou, China","Institute of Cyberspace Security, College of Information Engineering, Zhejiang University of Technology, Hangzhou, China"],"raw_orcid":"https://orcid.org/0009-0003-7673-1790","affiliations":[{"raw_affiliation_string":"Institute of Cyberspace Security and College of Information Engineering, Zhejiang University of Technology, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]},{"raw_affiliation_string":"Institute of Cyberspace Security, College of Information Engineering, Zhejiang University of Technology, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102796783","display_name":"Yuxuan Wan","orcid":"https://orcid.org/0009-0001-5533-699X"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxuan Wan","raw_affiliation_strings":["Institute of Cyberspace Security and College of Information Engineering, Zhejiang University of Technology, Hangzhou, China","Institute of Cyberspace Security, College of Information Engineering, Zhejiang University of Technology, Hangzhou, China"],"raw_orcid":"https://orcid.org/0009-0001-5533-699X","affiliations":[{"raw_affiliation_string":"Institute of Cyberspace Security and College of Information Engineering, Zhejiang University of Technology, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]},{"raw_affiliation_string":"Institute of Cyberspace Security, College of Information Engineering, Zhejiang University of Technology, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026619641","display_name":"Agyemang Paul","orcid":"https://orcid.org/0000-0001-6393-3279"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Agyemang Paul","raw_affiliation_strings":["Institute of Cyberspace Security and College of Information Engineering, Zhejiang University of Technology, Hangzhou, China","Institute of Cyberspace Security, College of Information Engineering, Zhejiang University of Technology, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-6393-3279","affiliations":[{"raw_affiliation_string":"Institute of Cyberspace Security and College of Information Engineering, Zhejiang University of Technology, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]},{"raw_affiliation_string":"Institute of Cyberspace Security, College of Information Engineering, Zhejiang University of Technology, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I55712492"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.20429205,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"30","issue":null,"first_page":"572","last_page":"576"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12131","display_name":"Wireless Signal Modulation Classification","score":0.7408999800682068,"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":0.7408999800682068,"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/T11873","display_name":"PAPR reduction in OFDM","score":0.12999999523162842,"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/T10125","display_name":"Advanced Wireless Communication Techniques","score":0.04690000042319298,"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/robustness","display_name":"Robustness (evolution)","score":0.7257000207901001},{"id":"https://openalex.org/keywords/orthogonal-frequency-division-multiplexing","display_name":"Orthogonal frequency-division multiplexing","score":0.6725000143051147},{"id":"https://openalex.org/keywords/limiting","display_name":"Limiting","score":0.5659000277519226},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.5170999765396118},{"id":"https://openalex.org/keywords/degradation","display_name":"Degradation (telecommunications)","score":0.511900007724762},{"id":"https://openalex.org/keywords/fuse","display_name":"Fuse (electrical)","score":0.48019999265670776},{"id":"https://openalex.org/keywords/bit-error-rate","display_name":"Bit error rate","score":0.39640000462532043},{"id":"https://openalex.org/keywords/convolutional-code","display_name":"Convolutional code","score":0.3741999864578247}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8246999979019165},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.7257000207901001},{"id":"https://openalex.org/C40409654","wikidata":"https://www.wikidata.org/wiki/Q375889","display_name":"Orthogonal frequency-division multiplexing","level":3,"score":0.6725000143051147},{"id":"https://openalex.org/C188198153","wikidata":"https://www.wikidata.org/wiki/Q1613840","display_name":"Limiting","level":2,"score":0.5659000277519226},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.5170999765396118},{"id":"https://openalex.org/C2779679103","wikidata":"https://www.wikidata.org/wiki/Q5251805","display_name":"Degradation (telecommunications)","level":2,"score":0.511900007724762},{"id":"https://openalex.org/C141353440","wikidata":"https://www.wikidata.org/wiki/Q182221","display_name":"Fuse (electrical)","level":2,"score":0.48019999265670776},{"id":"https://openalex.org/C56296756","wikidata":"https://www.wikidata.org/wiki/Q840922","display_name":"Bit error rate","level":3,"score":0.39640000462532043},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.38449999690055847},{"id":"https://openalex.org/C157899210","wikidata":"https://www.wikidata.org/wiki/Q1395022","display_name":"Convolutional code","level":3,"score":0.3741999864578247},{"id":"https://openalex.org/C13944312","wikidata":"https://www.wikidata.org/wiki/Q7512748","display_name":"Signal-to-noise ratio (imaging)","level":2,"score":0.3513999879360199},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3456000089645386},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.3328999876976013},{"id":"https://openalex.org/C153646914","wikidata":"https://www.wikidata.org/wiki/Q535695","display_name":"Cellular network","level":2,"score":0.3037000000476837},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.2912999987602234},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.28130000829696655},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.28029999136924744},{"id":"https://openalex.org/C29265498","wikidata":"https://www.wikidata.org/wiki/Q7047719","display_name":"Noise measurement","level":3,"score":0.2773999869823456},{"id":"https://openalex.org/C2779609627","wikidata":"https://www.wikidata.org/wiki/Q6554308","display_name":"Link level","level":2,"score":0.27250000834465027},{"id":"https://openalex.org/C2987812609","wikidata":"https://www.wikidata.org/wiki/Q194158","display_name":"Bit rate","level":2,"score":0.2671999931335449},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2615000009536743},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.2606000006198883},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.25699999928474426}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/lcomm.2025.3645100","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lcomm.2025.3645100","pdf_url":null,"source":{"id":"https://openalex.org/S147316732","display_name":"IEEE Communications Letters","issn_l":"1089-7798","issn":["1089-7798","1558-2558","2373-7891"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316002","host_organization_name":"IEEE Communications Society","host_organization_lineage":["https://openalex.org/P4310316002","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Communications Society","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 Letters","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4584413591","display_name":null,"funder_award_id":"62231027","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7042603983","display_name":"\u57fa\u4e8eWiFi \u7684\u5ba4\u5185\u4eba\u4f533D \u59ff\u6001\u91cd\u6784\u548c\u8bed\u4e49\u7406\u89e3","funder_award_id":"LZ22F010005","funder_id":"https://openalex.org/F4320338464","funder_display_name":"Natural Science Foundation of Zhejiang Province"},{"id":"https://openalex.org/G7100276864","display_name":null,"funder_award_id":"LZ22F010005","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320338464","display_name":"Natural Science Foundation of Zhejiang Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W3128783847","https://openalex.org/W3168171765","https://openalex.org/W4206829111","https://openalex.org/W4285198555","https://openalex.org/W4321021657","https://openalex.org/W4386959728","https://openalex.org/W4387449425","https://openalex.org/W4387503912","https://openalex.org/W4391991784","https://openalex.org/W4403863935","https://openalex.org/W4412944812"],"related_works":[],"abstract_inverted_index":{"Conventional":[0],"OFDM":[1],"receivers":[2,20],"suffer":[3],"performance":[4],"degradation":[5],"under":[6,92],"dynamic":[7],"5G":[8],"channels":[9],"with":[10,53],"high":[11],"mobility":[12],"and":[13,61],"large":[14],"delay":[15],"spreads.":[16],"Although":[17],"deep":[18],"learning-based":[19],"show":[21,82],"promise,":[22],"most":[23],"existing":[24],"designs":[25],"emphasize":[26],"frequency-domain":[27],"modeling,":[28],"limiting":[29],"robustness":[30],"in":[31],"time-varying":[32],"scenarios.":[33],"To":[34],"address":[35],"this,":[36],"we":[37],"propose":[38],"DARNet,":[39],"an":[40],"end-to-end":[41],"receiver":[42],"that":[43,83],"directly":[44],"processes":[45],"time-domain":[46],"signals.":[47],"DARNet":[48,84],"integrates":[49],"complex-valued":[50],"convolutional":[51],"layers":[52],"a":[54],"native":[55],"sparse":[56],"attention":[57],"mechanism":[58],"to":[59],"extract":[60],"fuse":[62],"time\u2013frequency":[63],"features":[64],"for":[65],"accurate":[66],"bit":[67],"recovery.":[68],"Using":[69],"datasets":[70],"generated":[71],"from":[72],"3GPP":[73],"CDL":[74],"channel":[75,94],"models":[76],"via":[77],"the":[78],"Sionna":[79],"platform,":[80],"evaluations":[81],"surpasses":[85],"traditional":[86],"methods,":[87],"achieving":[88],"notable":[89],"BER":[90],"gains":[91],"complex":[93],"conditions.":[95]},"counts_by_year":[],"updated_date":"2026-07-13T07:31:44.756512","created_date":"2025-12-17T00:00:00"}
