{"id":"https://openalex.org/W7116699076","doi":"https://doi.org/10.1109/twc.2025.3643835","title":"MambaJSCC: Adaptive Deep Joint Source\u2013Channel Coding With Generalized State Space Model","display_name":"MambaJSCC: Adaptive Deep Joint Source\u2013Channel Coding With Generalized State Space Model","publication_year":2025,"publication_date":"2025-12-22","ids":{"openalex":"https://openalex.org/W7116699076","doi":"https://doi.org/10.1109/twc.2025.3643835"},"language":null,"primary_location":{"id":"doi:10.1109/twc.2025.3643835","is_oa":false,"landing_page_url":"https://doi.org/10.1109/twc.2025.3643835","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/A5121003513","display_name":"Tong Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tong Wu","raw_affiliation_strings":["Cooperative Medianet Innovation Center (CMIC) and Shanghai Key Laboratory of Digital Media Processing and Transmission, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cooperative Medianet Innovation Center (CMIC) and Shanghai Key Laboratory of Digital Media Processing and Transmission, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zhiyong Chen","orcid":"https://orcid.org/0000-0003-3540-389X"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiyong Chen","raw_affiliation_strings":["Cooperative Medianet Innovation Center (CMIC) and Shanghai Key Laboratory of Digital Media Processing and Transmission, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0003-3540-389X","affiliations":[{"raw_affiliation_string":"Cooperative Medianet Innovation Center (CMIC) and Shanghai Key Laboratory of Digital Media Processing and Transmission, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120991153","display_name":"Meixia Tao","orcid":null},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meixia Tao","raw_affiliation_strings":["Cooperative Medianet Innovation Center (CMIC) and Shanghai Key Laboratory of Digital Media Processing and Transmission, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-0799-0954","affiliations":[{"raw_affiliation_string":"Cooperative Medianet Innovation Center (CMIC) and Shanghai Key Laboratory of Digital Media Processing and Transmission, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120979233","display_name":"Yaping Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yaping Sun","raw_affiliation_strings":["Department of Broadband Communication, Peng Cheng Laboratory, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0001-6284-1639","affiliations":[{"raw_affiliation_string":"Department of Broadband Communication, Peng Cheng Laboratory, Shenzhen, China","institution_ids":["https://openalex.org/I4210136793"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121015272","display_name":"Xiaodong Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaodong Xu","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Wenjun Zhang","orcid":"https://orcid.org/0000-0001-8799-1182"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenjun Zhang","raw_affiliation_strings":["Cooperative Medianet Innovation Center (CMIC) and Shanghai Key Laboratory of Digital Media Processing and Transmission, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-8799-1182","affiliations":[{"raw_affiliation_string":"Cooperative Medianet Innovation Center (CMIC) and Shanghai Key Laboratory of Digital Media Processing and Transmission, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"last","author":{"id":null,"display_name":"Ping Zhang","orcid":"https://orcid.org/0000-0002-0269-104X"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ping Zhang","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-0269-104X","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.396,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.89113627,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"25","issue":null,"first_page":"9264","last_page":"9279"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9538000226020813,"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":0.9538000226020813,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.007699999958276749,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.007499999832361937,"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/inference","display_name":"Inference","score":0.5878000259399414},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.5493999719619751},{"id":"https://openalex.org/keywords/channel-state-information","display_name":"Channel state information","score":0.5368000268936157},{"id":"https://openalex.org/keywords/coding","display_name":"Coding (social sciences)","score":0.5209000110626221},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.4708000123500824},{"id":"https://openalex.org/keywords/neural-coding","display_name":"Neural coding","score":0.46129998564720154},{"id":"https://openalex.org/keywords/joint","display_name":"Joint (building)","score":0.40450000762939453},{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.4043999910354614},{"id":"https://openalex.org/keywords/encoding","display_name":"Encoding (memory)","score":0.4025000035762787},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.38679999113082886}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7876999974250793},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5878000259399414},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.5493999719619751},{"id":"https://openalex.org/C148063708","wikidata":"https://www.wikidata.org/wiki/Q5072511","display_name":"Channel state information","level":3,"score":0.5368000268936157},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.5209000110626221},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.4708000123500824},{"id":"https://openalex.org/C77637269","wikidata":"https://www.wikidata.org/wiki/Q7002051","display_name":"Neural coding","level":2,"score":0.46129998564720154},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.44209998846054077},{"id":"https://openalex.org/C18555067","wikidata":"https://www.wikidata.org/wiki/Q8375051","display_name":"Joint (building)","level":2,"score":0.40450000762939453},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.4043999910354614},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.4025000035762787},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3986000120639801},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.38679999113082886},{"id":"https://openalex.org/C72434380","wikidata":"https://www.wikidata.org/wiki/Q230930","display_name":"State space","level":2,"score":0.38600000739097595},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.37700000405311584},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.367000013589859},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.3628000020980835},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3573000133037567},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3571999967098236},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.3440000116825104},{"id":"https://openalex.org/C132778218","wikidata":"https://www.wikidata.org/wiki/Q7572753","display_name":"Space\u2013time code","level":4,"score":0.33809998631477356},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.335099995136261},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.3328999876976013},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.3172000050544739},{"id":"https://openalex.org/C207987634","wikidata":"https://www.wikidata.org/wiki/Q176862","display_name":"MIMO","level":3,"score":0.3165999948978424},{"id":"https://openalex.org/C138916503","wikidata":"https://www.wikidata.org/wiki/Q2714551","display_name":"Link adaptation","level":4,"score":0.3050000071525574},{"id":"https://openalex.org/C52918065","wikidata":"https://www.wikidata.org/wiki/Q230945","display_name":"State-space representation","level":2,"score":0.30320000648498535},{"id":"https://openalex.org/C73586568","wikidata":"https://www.wikidata.org/wiki/Q2600211","display_name":"Parameter space","level":2,"score":0.30239999294281006},{"id":"https://openalex.org/C166366890","wikidata":"https://www.wikidata.org/wiki/Q602136","display_name":"Channel code","level":3,"score":0.2937999963760376},{"id":"https://openalex.org/C57890076","wikidata":"https://www.wikidata.org/wiki/Q4680725","display_name":"Adaptive coding","level":4,"score":0.29249998927116394},{"id":"https://openalex.org/C106487976","wikidata":"https://www.wikidata.org/wiki/Q685816","display_name":"Matrix (chemical analysis)","level":2,"score":0.290800005197525},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.2856000065803528},{"id":"https://openalex.org/C159877910","wikidata":"https://www.wikidata.org/wiki/Q2202883","display_name":"Autoregressive model","level":2,"score":0.25290000438690186},{"id":"https://openalex.org/C66024118","wikidata":"https://www.wikidata.org/wiki/Q1122506","display_name":"Computational model","level":2,"score":0.25130000710487366}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/twc.2025.3643835","is_oa":false,"landing_page_url":"https://doi.org/10.1109/twc.2025.3643835","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"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1844826260","display_name":null,"funder_award_id":"62222111","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2002337963","display_name":null,"funder_award_id":"62301471","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2953096338","display_name":null,"funder_award_id":"625B2112","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3275187693","display_name":null,"funder_award_id":"62431015","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3886632535","display_name":null,"funder_award_id":"62125108","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6756918551","display_name":null,"funder_award_id":"2024ZD1300700","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8351887730","display_name":null,"funder_award_id":"U24B20131","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W1580389772","https://openalex.org/W2194775991","https://openalex.org/W2789254838","https://openalex.org/W2946889564","https://openalex.org/W2962785568","https://openalex.org/W2962834855","https://openalex.org/W3107617916","https://openalex.org/W3138516171","https://openalex.org/W4226042246","https://openalex.org/W4286374862","https://openalex.org/W4288083516","https://openalex.org/W4313350178","https://openalex.org/W4313387453","https://openalex.org/W4313455370","https://openalex.org/W4384158383","https://openalex.org/W4385731907","https://openalex.org/W4388040629","https://openalex.org/W4390722043","https://openalex.org/W4393252833","https://openalex.org/W4394627253","https://openalex.org/W4400409682","https://openalex.org/W4400579059","https://openalex.org/W4401508774","https://openalex.org/W4402217218","https://openalex.org/W4403760842","https://openalex.org/W4404133033","https://openalex.org/W4408324458","https://openalex.org/W4409367296","https://openalex.org/W4415796023"],"related_works":[],"abstract_inverted_index":{"Lightweight":[0],"and":[1,35,71,94,148,165,201,209],"efficient":[2],"neural":[3],"network":[4],"models":[5,69,211],"for":[6,14,53],"deep":[7],"joint":[8],"source-channel":[9],"coding":[10],"(JSCC)":[11],"are":[12],"crucial":[13],"semantic":[15],"communications.":[16],"In":[17],"this":[18],"paper,":[19],"we":[20,126],"propose":[21],"a":[22,118],"novel":[23],"JSCC":[24,186],"architecture,":[25],"named":[26],"MambaJSCC,":[27],"that":[28,97,108,180],"achieves":[29],"great":[30],"performance":[31],"with":[32,45],"low":[33],"computational":[34,164,199],"parameter":[36,166,197],"overhead.":[37,167],"MambaJSCC":[38,181],"utilizes":[39],"the":[40,60,65,72,81,112,128,138,150],"visual":[41],"state":[42,67,134,140,152],"space":[43,68],"model":[44],"channel":[46,75,133,159],"adaptation":[47,76,160],"(VSSM-CA)":[48],"blocks":[49],"as":[50],"its":[51,145],"backbone":[52],"transmitting":[54],"images":[55],"over":[56],"wireless":[57],"channels,":[58,117],"where":[59],"VSSM-CA":[61],"primarily":[62],"consists":[63],"of":[64,120,141,217],"generalized":[66,90],"(GSSM)":[70],"zero-parameter,":[73],"zero-computational":[74],"method":[77],"(CSI-ReST).":[78],"We":[79,106,204],"design":[80,127],"GSSM":[82,99,109,142],"module,":[83],"leveraging":[84],"reversible":[85],"matrix":[86],"transformations":[87],"to":[88,114,116,143,153],"express":[89],"scan":[91],"expanding":[92],"operations,":[93],"theoretically":[95],"prove":[96],"two":[98],"modules":[100],"can":[101],"effectively":[102],"capture":[103],"global":[104],"information.":[105],"discover":[107],"inherently":[110],"possesses":[111],"ability":[113],"adapt":[115],"form":[119],"endogenous":[121],"intelligence.":[122],"Based":[123],"on":[124,170],"this,":[125],"CSI-ReST":[129],"method,":[130],"which":[131],"injects":[132],"information":[135],"(CSI)":[136],"into":[137,149],"initial":[139],"utilize":[144],"native":[146],"response,":[147],"residual":[151],"mitigate":[154],"CSI":[155],"forgetting,":[156],"enabling":[157],"effective":[158],"without":[161],"introducing":[162],"additional":[163],"Experimental":[168],"results":[169],"different":[171],"devices,":[172],"including":[173],"IoT":[174],"device":[175],"JETSON":[176],"AGX":[177],"ORIN,":[178],"show":[179],"not":[182],"only":[183],"outperforms":[184],"existing":[185],"methods":[187],"(e.g.,":[188],"SwinJSCC)":[189],"across":[190],"various":[191],"scenarios":[192],"but":[193],"also":[194],"significantly":[195],"reduces":[196],"size,":[198],"overhead,":[200],"inference":[202],"delay.":[203],"have":[205],"released":[206],"our":[207,218],"code":[208],"pre-trained":[210],"at":[212],"https://github.com/Wireless3C-SJTU/MambaJSCC,":[213],"allowing":[214],"full":[215],"reproduction":[216],"results.":[219]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-12-22T00:00:00"}