{"id":"https://openalex.org/W3004445551","doi":"https://doi.org/10.1109/twc.2020.3032663","title":"DeepSIC: Deep Soft Interference Cancellation for Multiuser MIMO Detection","display_name":"DeepSIC: Deep Soft Interference Cancellation for Multiuser MIMO Detection","publication_year":2020,"publication_date":"2020-10-28","ids":{"openalex":"https://openalex.org/W3004445551","doi":"https://doi.org/10.1109/twc.2020.3032663","mag":"3004445551"},"language":"en","primary_location":{"id":"doi:10.1109/twc.2020.3032663","is_oa":false,"landing_page_url":"https://doi.org/10.1109/twc.2020.3032663","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":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2002.03214","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012405763","display_name":"Nir Shlezinger","orcid":"https://orcid.org/0000-0003-2234-929X"},"institutions":[{"id":"https://openalex.org/I124227911","display_name":"Ben-Gurion University of the Negev","ror":"https://ror.org/05tkyf982","country_code":"IL","type":"education","lineage":["https://openalex.org/I124227911"]}],"countries":["IL"],"is_corresponding":true,"raw_author_name":"Nir Shlezinger","raw_affiliation_strings":["School of Electrical and Computer Engineering (ECE), Ben-Gurion University of the Negev, Be\u2019er-Sheva, Israel","[School of Electrical and Computer Engineering (ECE), Ben-Gurion University of the Negev, Be\u2019er-Sheva, Israel]"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering (ECE), Ben-Gurion University of the Negev, Be\u2019er-Sheva, Israel","institution_ids":["https://openalex.org/I124227911"]},{"raw_affiliation_string":"[School of Electrical and Computer Engineering (ECE), Ben-Gurion University of the Negev, Be\u2019er-Sheva, Israel]","institution_ids":["https://openalex.org/I124227911"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101404590","display_name":"Rong Fu","orcid":"https://orcid.org/0000-0001-5528-7115"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rong Fu","raw_affiliation_strings":["Department of Electrical Engineering (EE), Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering (EE), Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005913897","display_name":"Yonina C. Eldar","orcid":"https://orcid.org/0000-0003-4358-5304"},"institutions":[{"id":"https://openalex.org/I53964585","display_name":"Weizmann Institute of Science","ror":"https://ror.org/0316ej306","country_code":"IL","type":"education","lineage":["https://openalex.org/I53964585"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Yonina C. Eldar","raw_affiliation_strings":["Faculty of Math and CS, Weizmann Institute of Science, Rehovot, Israel","[Faculty of Math and CS, Weizmann Institute of Science, Rehovot, Israel]"],"affiliations":[{"raw_affiliation_string":"Faculty of Math and CS, Weizmann Institute of Science, Rehovot, Israel","institution_ids":["https://openalex.org/I53964585"]},{"raw_affiliation_string":"[Faculty of Math and CS, Weizmann Institute of Science, Rehovot, Israel]","institution_ids":["https://openalex.org/I53964585"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5012405763"],"corresponding_institution_ids":["https://openalex.org/I124227911"],"apc_list":null,"apc_paid":null,"fwci":0.8319,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.71980871,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"20","issue":"2","first_page":"1349","last_page":"1362"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10125","display_name":"Advanced Wireless Communication Techniques","score":0.9998000264167786,"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/T10125","display_name":"Advanced Wireless Communication Techniques","score":0.9998000264167786,"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":0.9987999796867371,"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/T11321","display_name":"Error Correcting Code Techniques","score":0.9980000257492065,"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/mimo","display_name":"MIMO","score":0.7884917259216309},{"id":"https://openalex.org/keywords/single-antenna-interference-cancellation","display_name":"Single antenna interference cancellation","score":0.7570503950119019},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7517352104187012},{"id":"https://openalex.org/keywords/channel-state-information","display_name":"Channel state information","score":0.5950444936752319},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.5816574692726135},{"id":"https://openalex.org/keywords/interference","display_name":"Interference (communication)","score":0.578945517539978},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5692054629325867},{"id":"https://openalex.org/keywords/multiuser-detection","display_name":"Multiuser detection","score":0.557461142539978},{"id":"https://openalex.org/keywords/iterative-method","display_name":"Iterative method","score":0.5062262415885925},{"id":"https://openalex.org/keywords/detector","display_name":"Detector","score":0.48762550950050354},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.2284633219242096},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.21130985021591187},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.1358163058757782}],"concepts":[{"id":"https://openalex.org/C207987634","wikidata":"https://www.wikidata.org/wiki/Q176862","display_name":"MIMO","level":3,"score":0.7884917259216309},{"id":"https://openalex.org/C83204339","wikidata":"https://www.wikidata.org/wiki/Q7523915","display_name":"Single antenna interference cancellation","level":3,"score":0.7570503950119019},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7517352104187012},{"id":"https://openalex.org/C148063708","wikidata":"https://www.wikidata.org/wiki/Q5072511","display_name":"Channel state information","level":3,"score":0.5950444936752319},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.5816574692726135},{"id":"https://openalex.org/C32022120","wikidata":"https://www.wikidata.org/wiki/Q797225","display_name":"Interference (communication)","level":3,"score":0.578945517539978},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5692054629325867},{"id":"https://openalex.org/C2777104032","wikidata":"https://www.wikidata.org/wiki/Q16324514","display_name":"Multiuser detection","level":3,"score":0.557461142539978},{"id":"https://openalex.org/C159694833","wikidata":"https://www.wikidata.org/wiki/Q2321565","display_name":"Iterative method","level":2,"score":0.5062262415885925},{"id":"https://openalex.org/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.48762550950050354},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.2284633219242096},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.21130985021591187},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.1358163058757782}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/twc.2020.3032663","is_oa":false,"landing_page_url":"https://doi.org/10.1109/twc.2020.3032663","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:arXiv.org:2002.03214","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2002.03214","pdf_url":"https://arxiv.org/pdf/2002.03214","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:3004445551","is_oa":true,"landing_page_url":"http://export.arxiv.org/pdf/2002.03214","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":"doi:10.48550/arxiv.2002.03214","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2002.03214","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:2002.03214","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2002.03214","pdf_url":"https://arxiv.org/pdf/2002.03214","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":[],"awards":[{"id":"https://openalex.org/G3792303423","display_name":null,"funder_award_id":"646804\u2013ERC\u2013COG\u2013BNYQ","funder_id":"https://openalex.org/F4320332999","funder_display_name":"Horizon 2020 Framework Programme"},{"id":"https://openalex.org/G4107925896","display_name":null,"funder_award_id":"0100101","funder_id":"https://openalex.org/F4320322252","funder_display_name":"Israel Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320322252","display_name":"Israel Science Foundation","ror":"https://ror.org/04sazxf24"},{"id":"https://openalex.org/F4320332999","display_name":"Horizon 2020 Framework Programme","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3004445551.pdf","grobid_xml":"https://content.openalex.org/works/W3004445551.grobid-xml"},"referenced_works_count":75,"referenced_works":["https://openalex.org/W1494099594","https://openalex.org/W1495565530","https://openalex.org/W1667950888","https://openalex.org/W1831449718","https://openalex.org/W1982892759","https://openalex.org/W2072128103","https://openalex.org/W2087416986","https://openalex.org/W2090589668","https://openalex.org/W2108656301","https://openalex.org/W2118103795","https://openalex.org/W2123077502","https://openalex.org/W2147601077","https://openalex.org/W2159568790","https://openalex.org/W2160389555","https://openalex.org/W2207444885","https://openalex.org/W2259323981","https://openalex.org/W2467524786","https://openalex.org/W2567863460","https://openalex.org/W2605765189","https://openalex.org/W2620998106","https://openalex.org/W2734408173","https://openalex.org/W2773810651","https://openalex.org/W2786361328","https://openalex.org/W2787490206","https://openalex.org/W2791908596","https://openalex.org/W2804075771","https://openalex.org/W2807731816","https://openalex.org/W2885033069","https://openalex.org/W2889623973","https://openalex.org/W2893910439","https://openalex.org/W2900845709","https://openalex.org/W2902315384","https://openalex.org/W2902355249","https://openalex.org/W2905156765","https://openalex.org/W2905887684","https://openalex.org/W2911842841","https://openalex.org/W2914437179","https://openalex.org/W2919115771","https://openalex.org/W2940798501","https://openalex.org/W2947343518","https://openalex.org/W2949507559","https://openalex.org/W2962708058","https://openalex.org/W2962782499","https://openalex.org/W2962872442","https://openalex.org/W2963190722","https://openalex.org/W2963193999","https://openalex.org/W2963577893","https://openalex.org/W2963877889","https://openalex.org/W2972757045","https://openalex.org/W2974170798","https://openalex.org/W2980231147","https://openalex.org/W2997249405","https://openalex.org/W3006643426","https://openalex.org/W3008026851","https://openalex.org/W3010057495","https://openalex.org/W3011730771","https://openalex.org/W3015322664","https://openalex.org/W3022312941","https://openalex.org/W3034097097","https://openalex.org/W3081045327","https://openalex.org/W3102973034","https://openalex.org/W3103471669","https://openalex.org/W3120529131","https://openalex.org/W4231109964","https://openalex.org/W4300840296","https://openalex.org/W6638670064","https://openalex.org/W6677645113","https://openalex.org/W6747916894","https://openalex.org/W6754756612","https://openalex.org/W6756963044","https://openalex.org/W6757035710","https://openalex.org/W6763184335","https://openalex.org/W6766401524","https://openalex.org/W6767131003","https://openalex.org/W6779166099"],"related_works":["https://openalex.org/W3097158613","https://openalex.org/W3015322664","https://openalex.org/W3161828294","https://openalex.org/W2106971485","https://openalex.org/W2793010661","https://openalex.org/W2808299197","https://openalex.org/W2965371220","https://openalex.org/W2908241936","https://openalex.org/W3047605760","https://openalex.org/W2105392707","https://openalex.org/W1506997611","https://openalex.org/W2900897859","https://openalex.org/W2963582847","https://openalex.org/W3211968148","https://openalex.org/W3038922994","https://openalex.org/W3113122707","https://openalex.org/W2113463904","https://openalex.org/W2999585238","https://openalex.org/W3145788813","https://openalex.org/W2963128925"],"abstract_inverted_index":{"Digital":[0],"receivers":[1],"are":[2,23],"required":[3],"to":[4,89,123,144,160,166,190],"recover":[5],"the":[6,51,113,138,158,182,191,203],"transmitted":[7],"symbols":[8,22,40,220],"from":[9,149],"their":[10],"observed":[11],"channel":[12,52,69,100,159],"output.":[13],"In":[14,78,105],"multiuser":[15,84],"multiple-input":[16],"multiple-output":[17],"(MIMO)":[18],"setups,":[19],"where":[20,224],"multiple":[21,39],"simultaneously":[24],"transmitted,":[25],"accurate":[26,68,231],"symbol":[27,128],"detection":[28,148],"is":[29,41,53,130,188,233],"challenging.":[30],"A":[31],"family":[32],"of":[33,36,112,153,184,205],"algorithms":[34],"capable":[35],"reliably":[37],"recovering":[38],"based":[42,131],"on":[43,132],"interference":[44,116],"cancellation.":[45],"However,":[46],"these":[47],"methods":[48,136],"assume":[49],"that":[50,173,216],"linear,":[54],"a":[55,83,93,98,109,150],"model":[56,101],"which":[57,73,87,120,187],"does":[58],"not":[59,75],"reflect":[60],"many":[61],"relevant":[62],"channels,":[63,223],"as":[64,66,124],"well":[65],"require":[67],"state":[70],"information":[71],"(CSI),":[72],"may":[74],"be":[76,161,167],"available.":[77,234],"this":[79],"work":[80],"we":[81,107,121,214],"propose":[82,108],"MIMO":[85,199],"receiver":[86],"learns":[88,143],"jointly":[90],"detect":[91],"in":[92,202,221],"data-driven":[94,110],"fashion,":[95],"without":[96,156],"assuming":[97],"specific":[99],"or":[102],"requiring":[103,157],"CSI.":[104],"particular,":[106],"implementation":[111],"iterative":[114,139,185,226],"soft":[115],"cancellation":[117],"(SIC)":[118],"algorithm":[119],"refer":[122],"DeepSIC.":[125],"The":[126],"resulting":[127],"detector":[129],"integrating":[133],"dedicated":[134],"machine-learning":[135],"into":[137],"SIC":[140,227],"algorithm.":[141],"DeepSIC":[142,180,208,217],"carry":[145],"out":[146],"joint":[147],"limited":[151],"set":[152],"training":[154],"samples":[155],"linear":[162,175],"and":[163,194],"its":[164],"parameters":[165],"known.":[168],"Our":[169],"numerical":[170],"evaluations":[171],"demonstrate":[172],"for":[174],"channels":[176],"with":[177],"full":[178],"CSI,":[179],"approaches":[181],"performance":[183],"SIC,":[186],"comparable":[189],"optimal":[192],"performance,":[193],"outperforms":[195,210],"previously":[196],"proposed":[197],"learning-based":[198],"receivers.":[200],"Furthermore,":[201],"presence":[204],"CSI":[206,232],"uncertainty,":[207],"significantly":[209],"model-based":[211],"approaches.":[212],"Finally,":[213],"show":[215],"accurately":[218],"detects":[219],"non-linear":[222],"conventional":[225],"fails":[228],"even":[229],"when":[230]},"counts_by_year":[{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":3}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2022-07-26T00:00:00"}
