{"id":"https://openalex.org/W4414406095","doi":"https://doi.org/10.1109/iccworkshops67674.2025.11162457","title":"Retrieval Augmented Generation with Multi-Modal LLM Framework for Wireless Environments","display_name":"Retrieval Augmented Generation with Multi-Modal LLM Framework for Wireless Environments","publication_year":2025,"publication_date":"2025-06-08","ids":{"openalex":"https://openalex.org/W4414406095","doi":"https://doi.org/10.1109/iccworkshops67674.2025.11162457"},"language":"en","primary_location":{"id":"doi:10.1109/iccworkshops67674.2025.11162457","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccworkshops67674.2025.11162457","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Communications Workshops (ICC Workshops)","raw_type":"proceedings-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/A5027027201","display_name":"Muhammad Ahmed Mohsin","orcid":"https://orcid.org/0009-0005-2766-0345"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Muhammad Ahmed Mohsin","raw_affiliation_strings":["Stanford University,Dept. of Electrical Engineering,Stanford,CA,USA"],"affiliations":[{"raw_affiliation_string":"Stanford University,Dept. of Electrical Engineering,Stanford,CA,USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032205160","display_name":"Ahsan Bilal","orcid":null},"institutions":[{"id":"https://openalex.org/I27253931","display_name":"Oklahoma City University","ror":"https://ror.org/02bs0cv29","country_code":"US","type":"education","lineage":["https://openalex.org/I27253931"]},{"id":"https://openalex.org/I8692664","display_name":"University of Oklahoma","ror":"https://ror.org/02aqsxs83","country_code":"US","type":"education","lineage":["https://openalex.org/I8692664"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ahsan Bilal","raw_affiliation_strings":["University of Oklahoma,Dept. of Computer Science,OK,USA"],"affiliations":[{"raw_affiliation_string":"University of Oklahoma,Dept. of Computer Science,OK,USA","institution_ids":["https://openalex.org/I8692664","https://openalex.org/I27253931"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034455446","display_name":"Sagnik Bhattacharya","orcid":"https://orcid.org/0000-0003-0385-1225"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sagnik Bhattacharya","raw_affiliation_strings":["Stanford University,Dept. of Electrical Engineering,Stanford,CA,USA"],"affiliations":[{"raw_affiliation_string":"Stanford University,Dept. of Electrical Engineering,Stanford,CA,USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029146230","display_name":"J.M. Cioffi","orcid":"https://orcid.org/0000-0003-1353-8101"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"John M. Cioffi","raw_affiliation_strings":["Stanford University,Dept. of Electrical Engineering,Stanford,CA,USA"],"affiliations":[{"raw_affiliation_string":"Stanford University,Dept. of Electrical Engineering,Stanford,CA,USA","institution_ids":["https://openalex.org/I97018004"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5027027201"],"corresponding_institution_ids":["https://openalex.org/I97018004"],"apc_list":null,"apc_paid":null,"fwci":1.6666,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.88466994,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"184","last_page":"189"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11478","display_name":"Caching and Content Delivery","score":0.9067000150680542,"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"}},"topics":[{"id":"https://openalex.org/T11478","display_name":"Caching and Content Delivery","score":0.9067000150680542,"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"}},{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.901199996471405,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/wireless","display_name":"Wireless","score":0.6840999722480774},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.6455000042915344},{"id":"https://openalex.org/keywords/wireless-sensor-network","display_name":"Wireless sensor network","score":0.5012000203132629},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.45399999618530273},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.43700000643730164},{"id":"https://openalex.org/keywords/wi-fi-array","display_name":"Wi-Fi array","score":0.4088999927043915},{"id":"https://openalex.org/keywords/key-distribution-in-wireless-sensor-networks","display_name":"Key distribution in wireless sensor networks","score":0.35190001130104065},{"id":"https://openalex.org/keywords/wireless-wan","display_name":"Wireless WAN","score":0.3285999894142151}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7598000168800354},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.6840999722480774},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.6455000042915344},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.5012000203132629},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.45399999618530273},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.43700000643730164},{"id":"https://openalex.org/C152153834","wikidata":"https://www.wikidata.org/wiki/Q1339878","display_name":"Wi-Fi array","level":4,"score":0.4088999927043915},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3765000104904175},{"id":"https://openalex.org/C41971633","wikidata":"https://www.wikidata.org/wiki/Q6398155","display_name":"Key distribution in wireless sensor networks","level":4,"score":0.35190001130104065},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.35109999775886536},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3492000102996826},{"id":"https://openalex.org/C87379069","wikidata":"https://www.wikidata.org/wiki/Q938054","display_name":"Wireless WAN","level":5,"score":0.3285999894142151},{"id":"https://openalex.org/C508800617","wikidata":"https://www.wikidata.org/wiki/Q29643","display_name":"Wi-Fi","level":4,"score":0.3246999979019165},{"id":"https://openalex.org/C58074150","wikidata":"https://www.wikidata.org/wiki/Q1408468","display_name":"Fixed wireless","level":5,"score":0.30000001192092896},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.2987000048160553},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.29409998655319214},{"id":"https://openalex.org/C46637626","wikidata":"https://www.wikidata.org/wiki/Q6693015","display_name":"Low latency (capital markets)","level":2,"score":0.2915000021457672},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.274399995803833},{"id":"https://openalex.org/C94523657","wikidata":"https://www.wikidata.org/wiki/Q4085781","display_name":"Wireless ad hoc network","level":3,"score":0.26440000534057617},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.2597000002861023},{"id":"https://openalex.org/C13021490","wikidata":"https://www.wikidata.org/wiki/Q8026901","display_name":"Wireless site survey","level":5,"score":0.25369998812675476}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccworkshops67674.2025.11162457","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccworkshops67674.2025.11162457","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Communications Workshops (ICC Workshops)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2963037989","https://openalex.org/W4210598935","https://openalex.org/W4379382376","https://openalex.org/W4391547794","https://openalex.org/W4391856025","https://openalex.org/W4400525546","https://openalex.org/W4401210868","https://openalex.org/W4403597894","https://openalex.org/W4404351611","https://openalex.org/W4406611163","https://openalex.org/W4409985184","https://openalex.org/W4410229346","https://openalex.org/W4413180016"],"related_works":[],"abstract_inverted_index":{"Future":[0],"wireless":[1,19,25,57,79,132],"networks":[2],"aims":[3],"to":[4,69,117,162],"deliver":[5],"high":[6],"data":[7,73,108],"rates":[8],"and":[9,99,140,150,158],"lower":[10],"power":[11],"consumption":[12],"while":[13],"ensuring":[14],"seamless":[15],"connectivity,":[16],"necessitating":[17],"robust":[18],"network":[20,26],"optimization.":[21],"To":[22,41],"achieve":[23],"this,":[24],"optimization":[27,39,89],"is":[28,53,84],"necessary.":[29],"Large":[30],"language":[31,127],"models":[32,128],"(LLMs)":[33,129],"have":[34],"been":[35],"deployed":[36],"for":[37,55,86,102,124],"generalized":[38],"scenarios.":[40],"take":[42],"advantage":[43],"of":[44],"generative":[45],"AI":[46],"(GAI)":[47],"models,":[48,143],"retrieval":[49],"augmented":[50],"generation":[51,67],"(RAG)":[52,68],"proposed":[54,113],"multi-sensor":[56,107],"environment":[58,82],"perception.":[59],"Utilizing":[60],"domain-specific":[61],"prompt":[62],"engineering,":[63],"we":[64],"apply":[65],"retrieval-augmented":[66],"efficiently":[70],"harness":[71],"multimodal":[72,103],"inputs":[74],"from":[75,106,109],"sensors":[76],"in":[77,114,130,153],"a":[78,119],"environment.":[80],"Wireless":[81],"perception":[83],"necessary":[85],"global":[87,131],"LLM":[88,169],"tasks.":[90,133],"Key":[91],"pre-processing":[92],"pipelines":[93],"including":[94],"image-to-text":[95],"conversion,":[96],"object":[97],"detection,":[98],"distance":[100],"calculations":[101],"RAG":[104],"input":[105],"different":[110],"devices":[111],"are":[112,174],"this":[115],"paper":[116],"obtain":[118],"unified":[120],"vector":[121],"database":[122],"crucial":[123],"optimizing":[125],"large":[126],"Our":[134],"evaluation,":[135],"conducted":[136],"with":[137,171],"OpenAI's":[138],"GPT":[139],"Google's":[141],"Gemini":[142],"demonstrates":[144],"an":[145],"8%,":[146,147],"10%,":[148],"7%,":[149],"12%":[151],"improvement":[152],"relevancy,":[154],"faithfulness,":[155],"completeness,":[156],"similarity,":[157],"accuracy,":[159],"respectively,":[160],"compared":[161],"conventional":[163],"LLM-based":[164],"designs.":[165],"Furthermore,":[166],"our":[167],"RAG-based":[168],"framework":[170],"vectorized":[172],"databases":[173],"computationally":[175],"efficient":[176],"providing":[177],"real":[178],"time":[179],"convergence":[180],"under":[181],"latency":[182],"constraints.":[183],"<sup":[184],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[185],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">1</sup>":[186]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-10-10T00:00:00"}
