{"id":"https://openalex.org/W7084061545","doi":"https://doi.org/10.1109/infocomwkshps65812.2025.11152831","title":"LLMs for Resource Allocation in Next-Gen RIS-Aided Healthcare Wireless Networks","display_name":"LLMs for Resource Allocation in Next-Gen RIS-Aided Healthcare Wireless Networks","publication_year":2025,"publication_date":"2025-05-19","ids":{"openalex":"https://openalex.org/W7084061545","doi":"https://doi.org/10.1109/infocomwkshps65812.2025.11152831"},"language":"en","primary_location":{"id":"doi:10.1109/infocomwkshps65812.2025.11152831","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infocomwkshps65812.2025.11152831","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE INFOCOM 2025 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)","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":null,"display_name":"Sravani Kurma","orcid":null},"institutions":[{"id":"https://openalex.org/I142974352","display_name":"National Sun Yat-sen University","ror":"https://ror.org/00mjawt10","country_code":"TW","type":"education","lineage":["https://openalex.org/I142974352"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Sravani Kurma","raw_affiliation_strings":["National Sun Yat-Sen University,Institute of Communications Engineering,Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Sun Yat-Sen University,Institute of Communications Engineering,Taiwan","institution_ids":["https://openalex.org/I142974352"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Anal Paul","orcid":null},"institutions":[{"id":"https://openalex.org/I142974352","display_name":"National Sun Yat-sen University","ror":"https://ror.org/00mjawt10","country_code":"TW","type":"education","lineage":["https://openalex.org/I142974352"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Anal Paul","raw_affiliation_strings":["National Sun Yat-Sen University,Institute of Communications Engineering,Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Sun Yat-Sen University,Institute of Communications Engineering,Taiwan","institution_ids":["https://openalex.org/I142974352"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Keshav Singh","orcid":null},"institutions":[{"id":"https://openalex.org/I142974352","display_name":"National Sun Yat-sen University","ror":"https://ror.org/00mjawt10","country_code":"TW","type":"education","lineage":["https://openalex.org/I142974352"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Keshav Singh","raw_affiliation_strings":["National Sun Yat-Sen University,Institute of Communications Engineering,Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Sun Yat-Sen University,Institute of Communications Engineering,Taiwan","institution_ids":["https://openalex.org/I142974352"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Kapal Dev","orcid":null},"institutions":[{"id":"https://openalex.org/I4210100923","display_name":"Munster Technological University","ror":"https://ror.org/013xpqh61","country_code":"IE","type":"facility","lineage":["https://openalex.org/I4210100923"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Kapal Dev","raw_affiliation_strings":["Munster Technological University,Department of Computer Science,Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Munster Technological University,Department of Computer Science,Ireland","institution_ids":["https://openalex.org/I4210100923"]}]},{"author_position":"last","author":{"id":null,"display_name":"Chih-Peng Li","orcid":null},"institutions":[{"id":"https://openalex.org/I142974352","display_name":"National Sun Yat-sen University","ror":"https://ror.org/00mjawt10","country_code":"TW","type":"education","lineage":["https://openalex.org/I142974352"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chih-Peng Li","raw_affiliation_strings":["National Sun Yat-Sen University,Institute of Communications Engineering,Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Sun Yat-Sen University,Institute of Communications Engineering,Taiwan","institution_ids":["https://openalex.org/I142974352"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":{"id":"https://openalex.org/T10368","display_name":"Dental Health and Care Utilization","score":0.7160999774932861,"subfield":{"id":"https://openalex.org/subfields/3506","display_name":"Periodontics"},"field":{"id":"https://openalex.org/fields/35","display_name":"Dentistry"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10368","display_name":"Dental Health and Care Utilization","score":0.7160999774932861,"subfield":{"id":"https://openalex.org/subfields/3506","display_name":"Periodontics"},"field":{"id":"https://openalex.org/fields/35","display_name":"Dentistry"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12413","display_name":"Health and Medical Education","score":0.023000000044703484,"subfield":{"id":"https://openalex.org/subfields/3600","display_name":"General Health Professions"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13633","display_name":"Public Health and Social Inequalities","score":0.01360000018030405,"subfield":{"id":"https://openalex.org/subfields/3306","display_name":"Health"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.6096000075340271},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.5059000253677368},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.5041999816894531},{"id":"https://openalex.org/keywords/modular-design","display_name":"Modular design","score":0.46369999647140503},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.4496000111103058},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.44850000739097595},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.427700012922287},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.40149998664855957},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.3792000114917755}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8052999973297119},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.6096000075340271},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5138999819755554},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.5059000253677368},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.5041999816894531},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.49869999289512634},{"id":"https://openalex.org/C101468663","wikidata":"https://www.wikidata.org/wiki/Q1620158","display_name":"Modular design","level":2,"score":0.46369999647140503},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.4496000111103058},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.44850000739097595},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.427700012922287},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.40149998664855957},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.3792000114917755},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.3763999938964844},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.37049999833106995},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.3564000129699707},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.34790000319480896},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.3402999937534332},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.33500000834465027},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.3294000029563904},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3222000002861023},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.2915000021457672},{"id":"https://openalex.org/C557945733","wikidata":"https://www.wikidata.org/wiki/Q389772","display_name":"Data transmission","level":2,"score":0.28780001401901245},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.2856000065803528},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.27950000762939453},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.2728999853134155},{"id":"https://openalex.org/C68649174","wikidata":"https://www.wikidata.org/wiki/Q1379116","display_name":"Base station","level":2,"score":0.2705000042915344},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.2621000111103058},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.26019999384880066},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.2563000023365021},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.2542000114917755}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/infocomwkshps65812.2025.11152831","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infocomwkshps65812.2025.11152831","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE INFOCOM 2025 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320331164","display_name":"National Science and Technology Council","ror":"https://ror.org/00wnb9798"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2548556240","https://openalex.org/W2778138942","https://openalex.org/W2918891759","https://openalex.org/W3089673203","https://openalex.org/W3091752016","https://openalex.org/W4388739141","https://openalex.org/W4393079126","https://openalex.org/W4393990315","https://openalex.org/W4396817538","https://openalex.org/W4396941482","https://openalex.org/W4411403490"],"related_works":[],"abstract_inverted_index":{"This":[0],"study":[1],"introduces":[2],"a":[3,29,42,57,81,102,112],"groundbreaking":[4],"approach":[5],"by":[6,50,124],"integrating":[7],"large":[8],"language":[9],"models":[10],"(LLMs),":[11],"interactive":[12],"artificial":[13],"intelligence":[14],"(IAI),":[15],"and":[16,47,62,108,130,141,157],"edge":[17,51],"computing":[18,52],"to":[19,83,127],"enhance":[20],"healthcare":[21],"systems":[22],"within":[23],"next-generation":[24],"wireless":[25],"networks.":[26],"We":[27,94],"consider":[28],"scenario":[30],"where":[31],"multiple":[32],"Internet":[33],"of":[34,139,145],"Things":[35],"(IoT)":[36],"devices":[37],"transmit":[38],"their":[39],"data":[40,91,158],"through":[41],"reconfigurable":[43],"intelligent":[44],"surface":[45],"(RIS)":[46],"are":[48],"processed":[49],"nodes":[53],"(ECNs)":[54],"before":[55],"reaching":[56],"central":[58],"control":[59],"unit":[60],"(CCU)":[61],"an":[63,68,142],"LLM-based":[64],"server":[65],"(LLS).":[66],"Using":[67],"advanced":[69],"IAI-LLM":[70],"framework,":[71],"including":[72],"modular":[73],"components":[74],"like":[75],"retrieval-augmented":[76],"generation":[77],"(RAG),":[78],"we":[79],"develop":[80],"strategy":[82],"minimize":[84],"operational":[85],"overhead,":[86],"focusing":[87],"on":[88],"dynamic":[89],"user-specific":[90],"routing":[92],"(DUDR).":[93],"validate":[95],"our":[96],"proposed":[97],"IAI-driven":[98],"model":[99],"(IAIM)":[100],"using":[101],"deep":[103],"reinforcement":[104],"learning":[105],"(DRL)":[106],"algorithm":[107],"compare":[109],"it":[110],"against":[111],"traditional":[113],"manual":[114,128],"optimization":[115],"method.":[116],"Simulation":[117],"results":[118],"show":[119],"that":[120],"IAIM":[121,148],"reduces":[122],"overhead":[123],"44.96%":[125],"compared":[126],"methods":[129,163],"significantly":[131],"improves":[132],"network":[133],"scalability,":[134],"particularly":[135],"with":[136],"the":[137],"inclusion":[138],"DUDR":[140],"increased":[143],"number":[144],"ECNs.":[146],"The":[147],"framework\u2019s":[149],"priority-based":[150],"weight":[151,162],"selection":[152],"further":[153],"optimizes":[154],"resource":[155],"management":[156],"flow,":[159],"outperforming":[160],"random":[161],"in":[164],"large-scale":[165],"IoT":[166],"environments.":[167]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}