{"id":"https://openalex.org/W7164349713","doi":"https://doi.org/10.48550/arxiv.2606.11877","title":"LLM-Enabled NWDAF: A Step Toward AI-Native 6G Network Intelligence","display_name":"LLM-Enabled NWDAF: A Step Toward AI-Native 6G Network Intelligence","publication_year":2026,"publication_date":"2026-06-10","ids":{"openalex":"https://openalex.org/W7164349713","doi":"https://doi.org/10.48550/arxiv.2606.11877"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2606.11877","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.11877","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2606.11877","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5122266250","display_name":"Henok Daniel","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Daniel, Henok","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088743570","display_name":"Omar Alhussein","orcid":"https://orcid.org/0000-0002-1531-5916"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Alhussein, Omar","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138401053","display_name":"Cheng Li (6339)","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Cheng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138442802","display_name":"Jie Liang (37016)","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liang, Jie","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5138434304","display_name":"Ernesto Damiani","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Damiani, Ernesto","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"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":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.7052000164985657,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.7052000164985657,"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/T12127","display_name":"Software System Performance and Reliability","score":0.15289999544620514,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.01080000028014183,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.669700026512146},{"id":"https://openalex.org/keywords/bridging","display_name":"Bridging (networking)","score":0.5367000102996826},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.46389999985694885},{"id":"https://openalex.org/keywords/usability","display_name":"Usability","score":0.46239998936653137},{"id":"https://openalex.org/keywords/interface","display_name":"Interface (matter)","score":0.43230000138282776},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.42660000920295715},{"id":"https://openalex.org/keywords/user-interface","display_name":"User interface","score":0.41530001163482666},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.38960000872612},{"id":"https://openalex.org/keywords/network-management","display_name":"Network management","score":0.3716000020503998}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8306000232696533},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.669700026512146},{"id":"https://openalex.org/C174348530","wikidata":"https://www.wikidata.org/wiki/Q188635","display_name":"Bridging (networking)","level":2,"score":0.5367000102996826},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.46389999985694885},{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.46239998936653137},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.43230000138282776},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.42660000920295715},{"id":"https://openalex.org/C89505385","wikidata":"https://www.wikidata.org/wiki/Q47146","display_name":"User interface","level":2,"score":0.41530001163482666},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.38960000872612},{"id":"https://openalex.org/C129763632","wikidata":"https://www.wikidata.org/wiki/Q1454667","display_name":"Network management","level":2,"score":0.3716000020503998},{"id":"https://openalex.org/C1668388","wikidata":"https://www.wikidata.org/wiki/Q1149776","display_name":"Data management","level":2,"score":0.3596999943256378},{"id":"https://openalex.org/C2778012447","wikidata":"https://www.wikidata.org/wiki/Q1034415","display_name":"Scope (computer science)","level":2,"score":0.3580999970436096},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.35190001130104065},{"id":"https://openalex.org/C148792806","wikidata":"https://www.wikidata.org/wiki/Q7449046","display_name":"Semantic analytics","level":4,"score":0.349700003862381},{"id":"https://openalex.org/C123606473","wikidata":"https://www.wikidata.org/wiki/Q907918","display_name":"Complex event processing","level":3,"score":0.3366999924182892},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33399999141693115},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3176000118255615},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.30809998512268066},{"id":"https://openalex.org/C47487241","wikidata":"https://www.wikidata.org/wiki/Q5227230","display_name":"Data access","level":2,"score":0.3046000003814697},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3041999936103821},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.3041999936103821},{"id":"https://openalex.org/C2779439875","wikidata":"https://www.wikidata.org/wiki/Q1078276","display_name":"Natural language understanding","level":3,"score":0.289000004529953},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.2851000130176544},{"id":"https://openalex.org/C2767350","wikidata":"https://www.wikidata.org/wiki/Q6662173","display_name":"Business intelligence","level":2,"score":0.28369998931884766},{"id":"https://openalex.org/C193415008","wikidata":"https://www.wikidata.org/wiki/Q639681","display_name":"Network architecture","level":2,"score":0.27799999713897705},{"id":"https://openalex.org/C81877898","wikidata":"https://www.wikidata.org/wiki/Q1965787","display_name":"Network monitoring","level":2,"score":0.2667999863624573}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2606.11877","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.11877","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2606.11877","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.11877","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"The":[0,80,129,179],"Network":[1,59],"Data":[2],"Analytics":[3],"Function":[4,135,140],"(NWDAF)":[5],"is":[6],"central":[7],"to":[8,58,95,102,121],"enabling":[9],"zero-touch":[10],"network":[11,50,54,123,164],"management":[12],"in":[13,33,191],"fifth-generation":[14],"(5G)":[15],"networks":[16],"by":[17],"supporting":[18],"real-time":[19,144],"analytics":[20,104,124,147],"and":[21,35,62,92,125,133,137,146,171,182],"closed-loop":[22],"automation.":[23],"Despite":[24],"its":[25],"critical":[26],"role,":[27],"open-source":[28,43,48],"NWDAF":[29],"implementations":[30],"remain":[31],"limited":[32],"scope":[34],"accessibility.":[36],"In":[37],"this":[38],"paper,":[39],"we":[40],"develop":[41],"an":[42,65],"NWDAF,":[44],"compatible":[45],"with":[46,77,127,162],"the":[47,113,186,192],"core":[49],"Free5GC,":[51],"that":[52,72],"collects":[53],"data":[55],"via":[56,149],"subscriptions":[57,126],"Functions":[60],"(NFs),":[61],"also":[63],"includes":[64],"integrated":[66],"Large":[67],"Language":[68],"Model":[69],"(LLM)":[70],"interface":[71,81],"enables":[73],"natural":[74],"language":[75],"interaction":[76],"human":[78],"operators.":[79],"processes":[82],"user":[83],"intents,":[84],"encodes":[85],"them":[86,94],"using":[87],"a":[88,154,173],"semantic":[89],"embedding":[90],"model,":[91],"maps":[93],"one":[96],"of":[97,115],"seven":[98],"predefined":[99],"intent":[100,160],"categories":[101],"trigger":[103],"queries":[105],"or":[106],"event":[107,142],"subscription":[108],"commands.":[109],"This":[110],"architecture":[111],"abstracts":[112],"complexity":[114],"traditional":[116],"interfaces,":[117],"allowing":[118],"non-expert":[119],"users":[120],"manage":[122],"ease.":[128],"system":[130],"supports":[131],"Access":[132],"Management":[134,139],"(AMF)":[136],"Session":[138],"(SMF)":[141],"subscriptions,":[143],"monitoring,":[145],"retrieval":[148],"Prometheus,":[150],"all":[151],"accessible":[152],"through":[153],"conversational":[155],"interface.":[156],"By":[157],"bridging":[158],"AI-driven":[159],"recognition":[161],"standardized":[163],"analytics,":[165],"our":[166],"implementation":[167],"enhances":[168],"operator":[169],"usability":[170],"provides":[172],"foundation":[174],"towards":[175],"AI-native":[176],"6G":[177],"networks.":[178],"source":[180],"code":[181],"datasets":[183],"generated":[184],"during":[185],"current":[187],"study":[188],"are":[189],"available":[190],"github":[193],"repository,":[194],"https://github.com/HenokDanielbfg/testbed.":[195]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-06-12T00:00:00"}
