{"id":"https://openalex.org/W7156985751","doi":"https://doi.org/10.48550/arxiv.2604.23285","title":"Towards Agentic Test-Driven Quality Assurance for 6G Networks","display_name":"Towards Agentic Test-Driven Quality Assurance for 6G Networks","publication_year":2026,"publication_date":"2026-04-25","ids":{"openalex":"https://openalex.org/W7156985751","doi":"https://doi.org/10.48550/arxiv.2604.23285"},"language":null,"primary_location":{"id":"pmh:oai:zenodo.org:20702346","is_oa":true,"landing_page_url":"https://arxiv.org/abs/arXiv:2604.23285","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":"2026 EuCNC & 6G Summit, Malaga, 2-5 June 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:2604.23285","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","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":"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/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":"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/T13295","display_name":"Safety Systems Engineering in Autonomy","score":0.25,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/T13295","display_name":"Safety Systems Engineering in Autonomy","score":0.25,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.09179999679327011,"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/T10430","display_name":"Software Engineering Techniques and Practices","score":0.07129999995231628,"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/workflow","display_name":"Workflow","score":0.7477999925613403},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.4505000114440918},{"id":"https://openalex.org/keywords/mirroring","display_name":"Mirroring","score":0.44339999556541443},{"id":"https://openalex.org/keywords/orchestration","display_name":"Orchestration","score":0.40369999408721924},{"id":"https://openalex.org/keywords/knowledge-representation-and-reasoning","display_name":"Knowledge representation and reasoning","score":0.3808000087738037},{"id":"https://openalex.org/keywords/software-architecture","display_name":"Software architecture","score":0.3799000084400177},{"id":"https://openalex.org/keywords/asynchronous-communication","display_name":"Asynchronous communication","score":0.3668000102043152},{"id":"https://openalex.org/keywords/quality-assurance","display_name":"Quality assurance","score":0.3465000092983246},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.3312999904155731}],"concepts":[{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.7477999925613403},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7135999798774719},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.51419997215271},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4505000114440918},{"id":"https://openalex.org/C189645446","wikidata":"https://www.wikidata.org/wiki/Q350865","display_name":"Mirroring","level":2,"score":0.44339999556541443},{"id":"https://openalex.org/C199168358","wikidata":"https://www.wikidata.org/wiki/Q3367000","display_name":"Orchestration","level":3,"score":0.40369999408721924},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3833000063896179},{"id":"https://openalex.org/C161301231","wikidata":"https://www.wikidata.org/wiki/Q3478658","display_name":"Knowledge representation and reasoning","level":2,"score":0.3808000087738037},{"id":"https://openalex.org/C35869016","wikidata":"https://www.wikidata.org/wiki/Q846636","display_name":"Software architecture","level":3,"score":0.3799000084400177},{"id":"https://openalex.org/C151319957","wikidata":"https://www.wikidata.org/wiki/Q752739","display_name":"Asynchronous communication","level":2,"score":0.3668000102043152},{"id":"https://openalex.org/C106436119","wikidata":"https://www.wikidata.org/wiki/Q836575","display_name":"Quality assurance","level":3,"score":0.3465000092983246},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.3312999904155731},{"id":"https://openalex.org/C77019957","wikidata":"https://www.wikidata.org/wiki/Q2689057","display_name":"Dependability","level":2,"score":0.32190001010894775},{"id":"https://openalex.org/C117447612","wikidata":"https://www.wikidata.org/wiki/Q1412670","display_name":"Software quality","level":4,"score":0.30640000104904175},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.3003000020980835},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.29789999127388},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2955999970436096},{"id":"https://openalex.org/C45384764","wikidata":"https://www.wikidata.org/wiki/Q838667","display_name":"Requirements elicitation","level":4,"score":0.29429998993873596},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.29330000281333923},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2919999957084656},{"id":"https://openalex.org/C140745168","wikidata":"https://www.wikidata.org/wiki/Q1210082","display_name":"Tree traversal","level":2,"score":0.29030001163482666},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.289900004863739},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.2867000102996826},{"id":"https://openalex.org/C98025372","wikidata":"https://www.wikidata.org/wiki/Q477538","display_name":"Systems architecture","level":3,"score":0.2865999937057495},{"id":"https://openalex.org/C22607594","wikidata":"https://www.wikidata.org/wiki/Q5375150","display_name":"Enabling","level":2,"score":0.2831999957561493},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.28119999170303345},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.28029999136924744},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.27869999408721924},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.2687999904155731},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.26109999418258667},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.2574000060558319},{"id":"https://openalex.org/C115925183","wikidata":"https://www.wikidata.org/wiki/Q1412694","display_name":"Knowledge-based systems","level":2,"score":0.2551000118255615},{"id":"https://openalex.org/C57041688","wikidata":"https://www.wikidata.org/wiki/Q220644","display_name":"Service-oriented architecture","level":3,"score":0.25429999828338623}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:zenodo.org:20702346","is_oa":true,"landing_page_url":"https://arxiv.org/abs/arXiv:2604.23285","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":"2026 EuCNC & 6G Summit, Malaga, 2-5 June 2026","raw_type":"info:eu-repo/semantics/other"},{"id":"doi:10.48550/arxiv.2604.23285","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.23285","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:20702346","is_oa":true,"landing_page_url":"https://arxiv.org/abs/arXiv:2604.23285","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":"2026 EuCNC & 6G Summit, Malaga, 2-5 June 2026","raw_type":"info:eu-repo/semantics/other"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.4526304006576538,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"This":[0,82],"work":[1],"proposes":[2],"an":[3],"agentic,":[4],"intent-driven":[5],"end-to-end":[6],"(E2E)":[7],"orchestration":[8],"framework":[9],"that":[10],"integrates":[11],"intent":[12,30,130],"co-creation":[13,131],"with":[14,105,142,151],"a":[15,27,32,70,106,134],"Test-Driven":[16,51],"Quality":[17],"Assurance":[18],"paradigm.":[19],"In":[20],"this":[21,100],"framework,":[22],"autonomous":[23],"agents":[24,127],"iteratively":[25],"refine":[26],"user's":[28],"initial":[29],"into":[31],"confirmed,":[33],"auditable":[34],"specification.":[35],"Furthermore,":[36],"the":[37,50,126,129,152,167],"system":[38],"automatically":[39],"derives":[40],"validation":[41],"tests":[42],"from":[43,87],"these":[44],"intents":[45],"before":[46],"provisioning,":[47],"directly":[48],"mirroring":[49],"Development":[52],"workflow":[53],"in":[54,69,160,174],"software":[55],"engineering":[56],"to":[57,92],"ensure":[58],"proactive":[59],"Service":[60],"Level":[61],"Agreement":[62],"(SLA)":[63],"compliance.":[64],"The":[65],"architecture":[66,101],"is":[67],"grounded":[68],"standards-aligned":[71],"knowledge":[72,120,154,172],"representation":[73],"using":[74],"TM":[75],"Forum":[76],"(TMF)":[77],"information":[78],"models":[79],"and":[80,95,110,163],"catalogs.":[81],"enables":[83],"deterministic":[84],"graph":[85],"traversal":[86],"high-level":[88],"Product":[89],"Offerings":[90],"down":[91],"granular":[93],"Service/Resource":[94],"Test":[96],"specifications.":[97],"We":[98],"prototyped":[99],"by":[102],"extending":[103],"OpenSlice":[104],"message-driven,":[107],"multi-agent":[108],"pattern":[109],"integrating":[111],"MCP-enabled":[112],"(Model":[113],"Context":[114],"Protocol)":[115],"tool":[116],"access":[117],"for":[118],"real-time":[119],"retrieval.":[121],"Currently,":[122],"our":[123],"evaluation":[124],"of":[125,170],"targets":[128],"phase":[132],"as":[133],"baseline":[135],"toward":[136],"full-scale":[137],"orchestration.":[138],"Building":[139],"on":[140],"experiments":[141],"multiple":[143],"open-source":[144],"Large":[145],"Language":[146],"Model":[147],"(LLM)":[148],"backends":[149],"integrated":[150],"TMF-based":[153],"base,":[155],"we":[156],"observe":[157],"substantial":[158],"variability":[159],"tool-use":[161],"reliability":[162],"hallucination":[164],"patterns,":[165],"underscoring":[166],"critical":[168],"importance":[169],"robust":[171],"integration":[173],"agentic":[175],"6G":[176],"systems.":[177]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-04-29T00:00:00"}