{"id":"https://openalex.org/W7156947814","doi":"https://doi.org/10.48550/arxiv.2604.23288","title":"An Agentic Framework for Intent Co-Creation in 6G NaaS: Architecture and Open-Source Model Evaluation","display_name":"An Agentic Framework for Intent Co-Creation in 6G NaaS: Architecture and Open-Source Model Evaluation","publication_year":2026,"publication_date":"2026-04-25","ids":{"openalex":"https://openalex.org/W7156947814","doi":"https://doi.org/10.48550/arxiv.2604.23288"},"language":null,"primary_location":{"id":"pmh:oai:zenodo.org:20702599","is_oa":true,"landing_page_url":"https://arxiv.org/abs/arXiv:2604.23288","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE NetSoft 2026, IEEE International Conference on Network Softwarization 2026, Berlin, 29 June - 3 July 2026","raw_type":"info:eu-repo/semantics/other"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/abs/arXiv:2604.23288","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055879694","display_name":"Kostis Trantzas","orcid":"https://orcid.org/0000-0003-0015-7668"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Trantzas, Kostis","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104852193","display_name":"Besiana Agko","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Agko, Besiana","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011141280","display_name":"Christos Tranoris","orcid":"https://orcid.org/0000-0002-3433-037X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tranoris, Christos","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5134795578","display_name":"Irene Denazi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Denazi, Irene","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":0.897599995136261,"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":0.897599995136261,"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":0.01209999993443489,"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/T13382","display_name":"Robotics and Automated Systems","score":0.006000000052154064,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/orchestration","display_name":"Orchestration","score":0.5489000082015991},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.4864000082015991},{"id":"https://openalex.org/keywords/protocol","display_name":"Protocol (science)","score":0.4609000086784363},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4560000002384186},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.44859999418258667},{"id":"https://openalex.org/keywords/coherence","display_name":"Coherence (philosophical gambling strategy)","score":0.3846000134944916},{"id":"https://openalex.org/keywords/systems-architecture","display_name":"Systems architecture","score":0.36480000615119934},{"id":"https://openalex.org/keywords/action","display_name":"Action (physics)","score":0.3578999936580658},{"id":"https://openalex.org/keywords/decoupling","display_name":"Decoupling (probability)","score":0.3273000121116638}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.743399977684021},{"id":"https://openalex.org/C199168358","wikidata":"https://www.wikidata.org/wiki/Q3367000","display_name":"Orchestration","level":3,"score":0.5489000082015991},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4864000082015991},{"id":"https://openalex.org/C2780385302","wikidata":"https://www.wikidata.org/wiki/Q367158","display_name":"Protocol (science)","level":3,"score":0.4609000086784363},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4560000002384186},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.44859999418258667},{"id":"https://openalex.org/C2781181686","wikidata":"https://www.wikidata.org/wiki/Q4226068","display_name":"Coherence (philosophical gambling strategy)","level":2,"score":0.3846000134944916},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3799999952316284},{"id":"https://openalex.org/C98025372","wikidata":"https://www.wikidata.org/wiki/Q477538","display_name":"Systems architecture","level":3,"score":0.36480000615119934},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.361299991607666},{"id":"https://openalex.org/C2780791683","wikidata":"https://www.wikidata.org/wiki/Q846785","display_name":"Action (physics)","level":2,"score":0.3578999936580658},{"id":"https://openalex.org/C205606062","wikidata":"https://www.wikidata.org/wiki/Q5249645","display_name":"Decoupling (probability)","level":2,"score":0.3273000121116638},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.321399986743927},{"id":"https://openalex.org/C58328972","wikidata":"https://www.wikidata.org/wiki/Q184609","display_name":"Expert system","level":2,"score":0.3174000084400177},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.311599999666214},{"id":"https://openalex.org/C183322885","wikidata":"https://www.wikidata.org/wiki/Q17007702","display_name":"Context model","level":3,"score":0.31049999594688416},{"id":"https://openalex.org/C105002631","wikidata":"https://www.wikidata.org/wiki/Q4833645","display_name":"Subject-matter expert","level":3,"score":0.3095000088214874},{"id":"https://openalex.org/C53619493","wikidata":"https://www.wikidata.org/wiki/Q4787093","display_name":"Architecture framework","level":3,"score":0.3089999854564667},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.30149999260902405},{"id":"https://openalex.org/C151319957","wikidata":"https://www.wikidata.org/wiki/Q752739","display_name":"Asynchronous communication","level":2,"score":0.2935999929904938},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.29319998621940613},{"id":"https://openalex.org/C92548554","wikidata":"https://www.wikidata.org/wiki/Q2262868","display_name":"Domain model","level":3,"score":0.27090001106262207},{"id":"https://openalex.org/C110251889","wikidata":"https://www.wikidata.org/wiki/Q1569697","display_name":"Model checking","level":2,"score":0.2632000148296356},{"id":"https://openalex.org/C189645446","wikidata":"https://www.wikidata.org/wiki/Q350865","display_name":"Mirroring","level":2,"score":0.2624000012874603},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.26109999418258667},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.25870001316070557},{"id":"https://openalex.org/C133112747","wikidata":"https://www.wikidata.org/wiki/Q7251931","display_name":"Protocol analysis","level":2,"score":0.2538999915122986}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:zenodo.org:20702599","is_oa":true,"landing_page_url":"https://arxiv.org/abs/arXiv:2604.23288","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE NetSoft 2026, IEEE International Conference on Network Softwarization 2026, Berlin, 29 June - 3 July 2026","raw_type":"info:eu-repo/semantics/other"},{"id":"doi:10.48550/arxiv.2604.23288","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.23288","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:zenodo.org:20702599","is_oa":true,"landing_page_url":"https://arxiv.org/abs/arXiv:2604.23288","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE NetSoft 2026, IEEE International Conference on Network Softwarization 2026, Berlin, 29 June - 3 July 2026","raw_type":"info:eu-repo/semantics/other"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.40505459904670715}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"6G":[0],"network":[1],"complexity":[2],"necessitates":[3],"high":[4,127],"levels":[5],"of":[6,44,70],"autonomy,":[7],"yet":[8],"current":[9],"intent-based":[10],"systems":[11],"struggle":[12],"with":[13],"ambiguous":[14],"or":[15],"incomplete":[16],"human":[17],"requests.":[18],"This":[19],"paper":[20],"introduces":[21],"an":[22],"agent-based,":[23],"intent-driven":[24],"end-to-end":[25],"(E2E)":[26],"orchestration":[27],"framework":[28,90],"designed":[29],"for":[30],"Network-as-a-Service":[31],"(NaaS)":[32],"delivery":[33],"through":[34],"collaborative":[35],"intent":[36],"co-creation.":[37],"The":[38,89,102],"proposed":[39],"system":[40,95],"leverages":[41],"a":[42,49,92,132],"pool":[43],"Domain":[45],"Expert":[46],"Agents":[47],"and":[48,72,86,109],"TM":[50],"Forum-aligned":[51],"Body-of-Knowledge":[52],"(BoK)":[53],"to":[54,83,96],"iteratively":[55],"refine":[56],"user":[57],"requests":[58],"into":[59,139],"deterministic,":[60],"machine-readable":[61],"actions.":[62],"A":[63],"fundamental":[64],"design":[65],"principle":[66],"is":[67,77],"the":[68,110],"decoupling":[69],"cognition":[71],"actuation,":[73],"where":[74],"AI-driven":[75],"reasoning":[76],"isolated":[78],"from":[79],"standardized":[80],"execution":[81],"controllers":[82],"ensure":[84],"safety":[85],"operational":[87],"trust.":[88],"includes":[91],"dual-layer":[93],"memory":[94],"maintain":[97],"coherence":[98],"during":[99],"multi-step":[100],"collaborations.":[101],"presented":[103],"prototype,":[104],"built":[105],"on":[106],"ETSI":[107],"OpenSlice":[108],"Model":[111],"Context":[112],"Protocol":[113],"(MCP),":[114],"evaluates":[115],"across":[116],"several":[117],"open-source":[118],"Large":[119],"Language":[120],"Models":[121],"(LLMs).":[122],"While":[123],"these":[124],"models":[125],"demonstrate":[126],"instruction":[128],"compliance,":[129],"results":[130],"reveal":[131],"significant":[133],"gap":[134],"in":[135],"translating":[136],"high-resolution":[137],"intents":[138],"valid,":[140],"catalog-backed":[141],"orders":[142],"without":[143],"hallucinations.":[144]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-04-29T00:00:00"}