{"id":"https://openalex.org/W4407784102","doi":"https://doi.org/10.1109/comsnets63942.2025.10885706","title":"RAG-inspired Intent-Based Solution for Intelligent Autonomous Networks","display_name":"RAG-inspired Intent-Based Solution for Intelligent Autonomous Networks","publication_year":2025,"publication_date":"2025-01-06","ids":{"openalex":"https://openalex.org/W4407784102","doi":"https://doi.org/10.1109/comsnets63942.2025.10885706"},"language":"en","primary_location":{"id":"doi:10.1109/comsnets63942.2025.10885706","is_oa":false,"landing_page_url":"https://doi.org/10.1109/comsnets63942.2025.10885706","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 17th International Conference on COMmunication Systems and NETworks (COMSNETS)","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":null,"display_name":"Uma Maheswari Natarajan","orcid":null},"institutions":[{"id":"https://openalex.org/I181514455","display_name":"International Institute of Information Technology Bangalore","ror":"https://ror.org/05h9eqy10","country_code":"IN","type":"education","lineage":["https://openalex.org/I181514455"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Uma Maheswari Natarajan","raw_affiliation_strings":["International Institute of Information Technology,Networking and Communication Research Lab,Bangalore,India"],"affiliations":[{"raw_affiliation_string":"International Institute of Information Technology,Networking and Communication Research Lab,Bangalore,India","institution_ids":["https://openalex.org/I181514455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002033038","display_name":"Raghuram Bharadwaj Diddigi","orcid":"https://orcid.org/0000-0003-0233-0698"},"institutions":[{"id":"https://openalex.org/I181514455","display_name":"International Institute of Information Technology Bangalore","ror":"https://ror.org/05h9eqy10","country_code":"IN","type":"education","lineage":["https://openalex.org/I181514455"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Raghuram Bharadwaj Diddigi","raw_affiliation_strings":["International Institute of Information Technology,Networking and Communication Research Lab,Bangalore,India"],"affiliations":[{"raw_affiliation_string":"International Institute of Information Technology,Networking and Communication Research Lab,Bangalore,India","institution_ids":["https://openalex.org/I181514455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007550305","display_name":"Jyotsna Bapat","orcid":"https://orcid.org/0000-0003-0866-9895"},"institutions":[{"id":"https://openalex.org/I181514455","display_name":"International Institute of Information Technology Bangalore","ror":"https://ror.org/05h9eqy10","country_code":"IN","type":"education","lineage":["https://openalex.org/I181514455"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Jyotsna Bapat","raw_affiliation_strings":["International Institute of Information Technology,Networking and Communication Research Lab,Bangalore,India"],"affiliations":[{"raw_affiliation_string":"International Institute of Information Technology,Networking and Communication Research Lab,Bangalore,India","institution_ids":["https://openalex.org/I181514455"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I181514455"],"apc_list":null,"apc_paid":null,"fwci":5.6726,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.95486443,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"413","last_page":"421"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14225","display_name":"Advanced Sensor and Control Systems","score":0.3953000009059906,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T14225","display_name":"Advanced Sensor and Control Systems","score":0.3953000009059906,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T13062","display_name":"Cognitive Computing and Networks","score":0.34380000829696655,"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/T13731","display_name":"Advanced Computing and Algorithms","score":0.33719998598098755,"subfield":{"id":"https://openalex.org/subfields/3322","display_name":"Urban Studies"},"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/computer-science","display_name":"Computer science","score":0.6588703393936157},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3838900625705719}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6588703393936157},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3838900625705719}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/comsnets63942.2025.10885706","is_oa":false,"landing_page_url":"https://doi.org/10.1109/comsnets63942.2025.10885706","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 17th International Conference on COMmunication Systems and NETworks (COMSNETS)","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":28,"referenced_works":["https://openalex.org/W1901616594","https://openalex.org/W2302391147","https://openalex.org/W2490662969","https://openalex.org/W2606832948","https://openalex.org/W2769168058","https://openalex.org/W2862472526","https://openalex.org/W2868330877","https://openalex.org/W2997290241","https://openalex.org/W3036961695","https://openalex.org/W3042577898","https://openalex.org/W3211810454","https://openalex.org/W4205640019","https://openalex.org/W4248605401","https://openalex.org/W4285059024","https://openalex.org/W4297911897","https://openalex.org/W4308246126","https://openalex.org/W4312850891","https://openalex.org/W4312924812","https://openalex.org/W4312980540","https://openalex.org/W4380590180","https://openalex.org/W4384158036","https://openalex.org/W4387251736","https://openalex.org/W4389077350","https://openalex.org/W4389160107","https://openalex.org/W6777615688","https://openalex.org/W6778883912","https://openalex.org/W6798005000","https://openalex.org/W6809646742"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"6G":[0,100],"and":[1,27,86,97,101,140,172,203],"beyond":[2],"systems":[3],"are":[4],"designed":[5],"to":[6,54,127,160,190],"address":[7],"wide-ranging":[8],"demands":[9],"from":[10,124],"various":[11],"applications.":[12],"Managing":[13],"concurrent":[14],"requirements":[15,72],"such":[16],"as":[17,115],"ultra-high":[18],"speeds,":[19],"very":[20],"low":[21],"latency,":[22],"massive":[23],"connectivity,":[24],"high":[25],"reliability,":[26],"mobility":[28],"with":[29,69,75,88,169],"available":[30],"network":[31,45,71,84,128],"resources":[32],"is":[33,50],"a":[34,51,116,133,156,165,173,181],"nontrivial":[35],"exercise,":[36],"necessitating":[37],"machine":[38,187],"learning,":[39],"artificial":[40],"intelligence":[41],"based":[42],"automation":[43],"for":[44,95,121],"management.":[46],"Zero-Touch":[47],"Network":[48],"(ZTN)":[49],"term":[52],"used":[53],"define":[55],"completely":[56],"autonomous":[57],"networks":[58],"requiring":[59],"minimal":[60],"human":[61],"intervention.":[62],"Intent-Based":[63],"Networking":[64],"(IBN)":[65],"helps":[66],"interface":[67],"users":[68],"heterogeneous":[70],"or":[73],"intents":[74,82],"the":[76,93,108,146,194],"ZTN.":[77],"IBN":[78],"can":[79,91],"map":[80],"user":[81],"into":[83],"requirements,":[85],"combined":[87],"ZTN,":[89],"it":[90],"offer":[92],"potential":[94],"self-provisioning":[96],"self-management":[98],"in":[99,118],"future":[102],"networks.In":[103],"this":[104],"work,":[105],"we":[106,179],"leverage":[107],"power":[109],"of":[110,176],"Large":[111],"Language":[112],"Models":[113],"(LLMs)":[114],"solution":[117],"primal":[119],"form":[120],"intent":[122,138,159,201],"translation":[123,139,202],"natural":[125],"language":[126],"implementable":[129],"policies.":[130],"We":[131],"propose":[132,180],"pipeline":[134],"that":[135,185,207],"performs":[136],"efficient":[137],"robust":[141],"conflict":[142,182,204],"detection":[143,183,205],"inspired":[144],"by":[145],"Retrieval-Augmented":[147],"Generation":[148],"(RAG)":[149],"approach.":[150],"Our":[151,197],"proposed":[152],"novel":[153],"method":[154],"translates":[155],"given":[157],"input":[158],"contextually":[161],"relevant":[162],"output":[163],"using":[164],"few-shot":[166],"prompt":[167],"approach":[168,209],"zero":[170],"training":[171],"small":[174],"corpus":[175],"dataset.":[177],"Further,":[178],"system":[184],"utilizes":[186],"learning":[188],"solutions":[189],"detect":[191],"conflicts":[192],"on":[193,200],"translated":[195],"intents.":[196],"comprehensive":[198],"experiments":[199],"show":[206],"our":[208],"achieves":[210],"significantly":[211],"higher":[212],"accuracy":[213],"than":[214],"traditional":[215],"methods.":[216]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4}],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2025-10-10T00:00:00"}
