{"id":"https://openalex.org/W4417282293","doi":"https://doi.org/10.1109/pimrc62392.2025.11274758","title":"RL-Driven Semantic Compression Model Selection and Resource Allocation in Semantic Communication Systems","display_name":"RL-Driven Semantic Compression Model Selection and Resource Allocation in Semantic Communication Systems","publication_year":2025,"publication_date":"2025-09-01","ids":{"openalex":"https://openalex.org/W4417282293","doi":"https://doi.org/10.1109/pimrc62392.2025.11274758"},"language":null,"primary_location":{"id":"doi:10.1109/pimrc62392.2025.11274758","is_oa":false,"landing_page_url":"https://doi.org/10.1109/pimrc62392.2025.11274758","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 36th International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5085230597","display_name":"Xinyi Lin","orcid":"https://orcid.org/0000-0002-7209-6588"},"institutions":[{"id":"https://openalex.org/I4210143477","display_name":"Toshiba (United Kingdom)","ror":"https://ror.org/054hmd463","country_code":"GB","type":"company","lineage":["https://openalex.org/I1292669757","https://openalex.org/I4210143477"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Xinyi Lin","raw_affiliation_strings":["Toshiba Europe Ltd.,Bristol Research and Innovation Laboratory,U.K"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Toshiba Europe Ltd.,Bristol Research and Innovation Laboratory,U.K","institution_ids":["https://openalex.org/I4210143477"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027901096","display_name":"Peizheng Li","orcid":"https://orcid.org/0000-0003-1516-1993"},"institutions":[{"id":"https://openalex.org/I4210143477","display_name":"Toshiba (United Kingdom)","ror":"https://ror.org/054hmd463","country_code":"GB","type":"company","lineage":["https://openalex.org/I1292669757","https://openalex.org/I4210143477"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Peizheng Li","raw_affiliation_strings":["Toshiba Europe Ltd.,Bristol Research and Innovation Laboratory,U.K"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Toshiba Europe Ltd.,Bristol Research and Innovation Laboratory,U.K","institution_ids":["https://openalex.org/I4210143477"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028375790","display_name":"Adnan Aijaz","orcid":"https://orcid.org/0000-0003-1048-0469"},"institutions":[{"id":"https://openalex.org/I4210143477","display_name":"Toshiba (United Kingdom)","ror":"https://ror.org/054hmd463","country_code":"GB","type":"company","lineage":["https://openalex.org/I1292669757","https://openalex.org/I4210143477"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Adnan Aijaz","raw_affiliation_strings":["Toshiba Europe Ltd.,Bristol Research and Innovation Laboratory,U.K"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Toshiba Europe Ltd.,Bristol Research and Innovation Laboratory,U.K","institution_ids":["https://openalex.org/I4210143477"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210143477"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.36882302,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9272000193595886,"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":0.9272000193595886,"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/T13918","display_name":"Advanced Data and IoT Technologies","score":0.007699999958276749,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.006599999964237213,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.5367000102996826},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.4968999922275543},{"id":"https://openalex.org/keywords/computational-complexity-theory","display_name":"Computational complexity theory","score":0.41659998893737793},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.3962000012397766},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.3878999948501587},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.37560001015663147},{"id":"https://openalex.org/keywords/semantic-web","display_name":"Semantic Web","score":0.36469998955726624},{"id":"https://openalex.org/keywords/semantic-data-model","display_name":"Semantic data model","score":0.36320000886917114},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.3612000048160553}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8475000262260437},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.5367000102996826},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.4968999922275543},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45590001344680786},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42010000348091125},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.41659998893737793},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.3962000012397766},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.3878999948501587},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.37560001015663147},{"id":"https://openalex.org/C2129575","wikidata":"https://www.wikidata.org/wiki/Q54837","display_name":"Semantic Web","level":2,"score":0.36469998955726624},{"id":"https://openalex.org/C90312973","wikidata":"https://www.wikidata.org/wiki/Q7449052","display_name":"Semantic data model","level":2,"score":0.36320000886917114},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.3612000048160553},{"id":"https://openalex.org/C103692084","wikidata":"https://www.wikidata.org/wiki/Q1765824","display_name":"Semantic grid","level":3,"score":0.3483000099658966},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3416999876499176},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.3370000123977661},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.32179999351501465},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.32030001282691956},{"id":"https://openalex.org/C179145077","wikidata":"https://www.wikidata.org/wiki/Q5154130","display_name":"Communication complexity","level":2,"score":0.30250000953674316},{"id":"https://openalex.org/C2780898871","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Performance metric","level":2,"score":0.3000999987125397},{"id":"https://openalex.org/C78548338","wikidata":"https://www.wikidata.org/wiki/Q2493","display_name":"Data compression","level":2,"score":0.296099990606308},{"id":"https://openalex.org/C158156997","wikidata":"https://www.wikidata.org/wiki/Q1416645","display_name":"Models of communication","level":2,"score":0.29510000348091125},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.28760001063346863},{"id":"https://openalex.org/C101765175","wikidata":"https://www.wikidata.org/wiki/Q577764","display_name":"Communications system","level":2,"score":0.27869999408721924},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.2728999853134155},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.2599000036716461},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2535000145435333},{"id":"https://openalex.org/C2775973920","wikidata":"https://www.wikidata.org/wiki/Q3252726","display_name":"Selection algorithm","level":3,"score":0.2515999972820282}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/pimrc62392.2025.11274758","is_oa":false,"landing_page_url":"https://doi.org/10.1109/pimrc62392.2025.11274758","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 36th International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W3166791908","https://openalex.org/W4225009676","https://openalex.org/W4308619895","https://openalex.org/W4310264538","https://openalex.org/W4360770953","https://openalex.org/W4380303575","https://openalex.org/W4382119085","https://openalex.org/W4384158405","https://openalex.org/W4388937137","https://openalex.org/W4388937189","https://openalex.org/W4389545445","https://openalex.org/W4392410934","https://openalex.org/W4400811084","https://openalex.org/W4406861344","https://openalex.org/W4408997758"],"related_works":[],"abstract_inverted_index":{"Semantic":[0],"communication":[1,13,28,79],"(SemCom)":[2],"is":[3,110],"an":[4],"emerging":[5],"paradigm":[6],"that":[7,126],"leverages":[8],"semantic-level":[9],"understanding":[10],"to":[11,39,112],"improve":[12],"efficiency,":[14],"particularly":[15],"in":[16,65],"resource-constrained":[17],"scenarios.":[18],"However,":[19],"existing":[20],"SemCom":[21,67,152],"systems":[22],"often":[23],"overlook":[24],"diverse":[25],"computational":[26,141],"and":[27,30,45,62,78,100,116,119,144],"capabilities":[29],"requirements":[31],"among":[32],"different":[33],"users.":[34],"Motivated":[35],"by":[36],"the":[37,71,127,138,148],"need":[38],"adaptively":[40],"balance":[41],"semantic":[42,57],"accuracy,":[43],"latency,":[44],"energy":[46],"consumption,":[47],"this":[48],"paper":[49,135],"presents":[50],"a":[51,81],"reinforcement":[52],"learning":[53],"(RL)-driven":[54],"framework":[55,93,149],"for":[56,150],"compression":[58],"model":[59],"(SCM)":[60],"selection":[61],"resource":[63,101],"allocation":[64],"multi-user":[66],"systems.":[68,153],"To":[69],"address":[70],"challenges":[72],"of":[73,147],"balancing":[74],"image":[75],"reconstruction":[76],"quality":[77],"performance,":[80],"system-level":[82],"optimization":[83,106],"metric":[84],"called":[85],"Rate-Distortion":[86],"Efficiency":[87],"(RDE)":[88],"has":[89],"been":[90],"defined.":[91],"The":[92],"considers":[94],"multiple":[95],"SCMs":[96,115],"with":[97],"varying":[98],"complexity":[99],"requirements.":[102],"A":[103],"proximal":[104],"policy":[105],"(PPO)-based":[107],"RL":[108],"approach":[109],"developed":[111],"dynamically":[113],"select":[114],"allocate":[117],"bandwidth":[118],"power":[120],"under":[121],"non-convex":[122],"constraints.":[123],"Simulations":[124],"demonstrate":[125],"proposed":[128],"method":[129],"outperforms":[130],"several":[131],"baseline":[132],"strategies.":[133],"This":[134],"also":[136],"discusses":[137],"generalization":[139],"ability,":[140],"complexity,":[142],"scalability,":[143],"practical":[145],"implications":[146],"real-world":[151]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-12-12T00:00:00"}
