{"id":"https://openalex.org/W7155369064","doi":"https://doi.org/10.1109/tnse.2026.3687075","title":"Generative Semantic Communication for AI Model Parameters","display_name":"Generative Semantic Communication for AI Model Parameters","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7155369064","doi":"https://doi.org/10.1109/tnse.2026.3687075"},"language":null,"primary_location":{"id":"doi:10.1109/tnse.2026.3687075","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnse.2026.3687075","pdf_url":null,"source":{"id":"https://openalex.org/S2484352698","display_name":"IEEE Transactions on Network Science and Engineering","issn_l":"2327-4697","issn":["2327-4697","2334-329X"],"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 Network Science and Engineering","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/A5056562703","display_name":"Yihao Sun","orcid":"https://orcid.org/0000-0001-5519-447X"},"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":"Yihao Sun","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0005-9440-4261","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":"https://openalex.org/A5134419647","display_name":"Sheng Jiang","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":"Sheng Jiang","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0002-0576-0327","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":"https://openalex.org/A5101492344","display_name":"Chen Dong","orcid":"https://orcid.org/0000-0002-3443-1453"},"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":"Chen Dong","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-3443-1453","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":"https://openalex.org/A5029818822","display_name":"Mengying Sun","orcid":"https://orcid.org/0000-0002-1137-7546"},"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":"Mengying Sun","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-1137-7546","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":"https://openalex.org/A5134461600","display_name":"Qiyun Guo","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":"Qiyun Guo","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0002-0911-1164","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":"https://openalex.org/A5134455249","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":"https://orcid.org/0000-0003-4245-5989","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":"last","author":{"id":"https://openalex.org/A5134446246","display_name":"Ping Zhang","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":"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":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I139759216"],"apc_list":null,"apc_paid":null,"fwci":46.6078,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.99607039,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"13","issue":null,"first_page":"9064","last_page":"9082"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12090","display_name":"Language and cultural evolution","score":0.07760000228881836,"subfield":{"id":"https://openalex.org/subfields/3316","display_name":"Cultural Studies"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12090","display_name":"Language and cultural evolution","score":0.07760000228881836,"subfield":{"id":"https://openalex.org/subfields/3316","display_name":"Cultural Studies"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13062","display_name":"Cognitive Computing and Networks","score":0.06430000066757202,"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/T12031","display_name":"Speech and dialogue systems","score":0.04650000110268593,"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/generative-grammar","display_name":"Generative grammar","score":0.4440000057220459},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.3903999924659729},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.3398999869823456},{"id":"https://openalex.org/keywords/context-model","display_name":"Context model","score":0.27810001373291016}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7633000016212463},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6176999807357788},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.4440000057220459},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.43230000138282776},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.3903999924659729},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.3398999869823456},{"id":"https://openalex.org/C183322885","wikidata":"https://www.wikidata.org/wiki/Q17007702","display_name":"Context model","level":3,"score":0.27810001373291016},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.25440001487731934},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.2540999948978424},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2451999932527542}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tnse.2026.3687075","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnse.2026.3687075","pdf_url":null,"source":{"id":"https://openalex.org/S2484352698","display_name":"IEEE Transactions on Network Science and Engineering","issn_l":"2327-4697","issn":["2327-4697","2334-329X"],"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 Network Science and Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3544979120","display_name":null,"funder_award_id":"62401074","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":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"In":[0],"the":[1,8,30,54,90,97,103,108,152,166,177,179,190],"future":[2],"network,":[3],"delivering":[4],"AI":[5],"models":[6],"from":[7],"edge":[9],"to":[10,60,74,107,127,150,176,189,205,208],"terminals":[11],"is":[12,105,157],"crucial":[13],"for":[14,121],"low-latency,":[15],"privacy-preserving":[16],"applications.":[17],"However,":[18],"this":[19,39],"process":[20],"poses":[21],"significant":[22],"challenges":[23],"in":[24],"terms":[25],"of":[26,57,170],"transmission":[27,46],"efficiency":[28],"and":[29,47,64,130,187,214],"adaptability":[31],"across":[32],"heterogeneous":[33],"terminals.":[34],"To":[35],"address":[36],"these":[37],"issues,":[38],"paper":[40],"proposes":[41,131],"a":[42,71,85,88,93,111,132,160],"semantic-empowered":[43],"model":[44,58,76,118,133,153,185],"parameters":[45,59,77,186],"generation":[48,135],"scheme":[49],"named":[50],"ParaSC,":[51],"which":[52,156],"leverages":[53],"semantic":[55,72,80,113,162],"characteristics":[56],"reduce":[61],"communication":[62],"cost":[63],"improve":[65],"system":[66,91],"adaptability.":[67],"Specifically,":[68],"ParaSC":[69,124,199],"designs":[70],"transmitter":[73],"compress":[75],"into":[78,117,183],"parameter":[79,134],"symbols":[81],"(PSS).":[82],"Then,":[83],"when":[84],"terminal":[86,180],"requests":[87],"model,":[89],"conducts":[92],"matching":[94],"check":[95],"against":[96],"existing":[98],"PSSs.":[99],"If":[100],"matched,":[101],"only":[102],"PSS":[104],"transmitted":[106],"terminal,":[109,178],"where":[110],"pre-deployed":[112],"receiver":[114],"reconstructs":[115,181],"it":[116,182],"parameters.":[119],"Moreover,":[120],"unmatched":[122],"cases,":[123],"extends":[125],"PSSs":[126],"generative":[128,139],"purposes":[129],"framework":[136,144],"based":[137],"on":[138],"adversarial":[140],"network":[141],"(GAN).":[142],"This":[143],"employs":[145],"an":[146],"optimized":[147],"GAN":[148],"generator":[149],"construct":[151],"base":[154],"(MB),":[155],"defined":[158],"as":[159],"synthesized":[161],"representation":[163],"that":[164,198],"integrates":[165],"feature":[167],"extraction":[168],"capabilities":[169],"multiple":[171],"models.":[172],"After":[173],"transmitting":[174],"MB":[175],"generated":[184],"adapts":[188,207],"target":[191],"task":[192],"via":[193],"lightweight":[194],"fine-tuning.":[195],"Experiments":[196],"show":[197],"reduces":[200],"bandwidth":[201],"by":[202],"10%-43.3%":[203],"compared":[204],"baselines,":[206],"SNR":[209],"variations":[210],"without":[211],"cliff":[212],"effects,":[213],"saves":[215],"42.8%-50%":[216],"computational":[217],"resources":[218],"over":[219],"transfer":[220],"learning.":[221]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-05-15T06:05:50.897203","created_date":"2026-04-24T00:00:00"}
