{"id":"https://openalex.org/W7116698736","doi":"https://doi.org/10.23919/cnsm67658.2025.11297527","title":"Extending Test-driven development to Softwarized Networks and Intent Based Networking","display_name":"Extending Test-driven development to Softwarized Networks and Intent Based Networking","publication_year":2025,"publication_date":"2025-10-27","ids":{"openalex":"https://openalex.org/W7116698736","doi":"https://doi.org/10.23919/cnsm67658.2025.11297527"},"language":null,"primary_location":{"id":"doi:10.23919/cnsm67658.2025.11297527","is_oa":false,"landing_page_url":"https://doi.org/10.23919/cnsm67658.2025.11297527","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 21st International Conference on Network and Service Management (CNSM)","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/A5070722534","display_name":"Davide Berardi","orcid":"https://orcid.org/0000-0002-2473-2439"},"institutions":[{"id":"https://openalex.org/I4210132817","display_name":"Mercatorum University","ror":"https://ror.org/03znjxt55","country_code":"IT","type":"education","lineage":["https://openalex.org/I4210132817"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Davide Berardi","raw_affiliation_strings":["Universitas Mercatorum,Dept. of Engineering and Sciences,Rome,Italy"],"affiliations":[{"raw_affiliation_string":"Universitas Mercatorum,Dept. of Engineering and Sciences,Rome,Italy","institution_ids":["https://openalex.org/I4210132817"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027228367","display_name":"Mattia Fontana","orcid":"https://orcid.org/0000-0003-1487-0720"},"institutions":[{"id":"https://openalex.org/I4210132817","display_name":"Mercatorum University","ror":"https://ror.org/03znjxt55","country_code":"IT","type":"education","lineage":["https://openalex.org/I4210132817"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Mattia Fontana","raw_affiliation_strings":["Universitas Mercatorum,Dept. of Engineering and Sciences,Rome,Italy"],"affiliations":[{"raw_affiliation_string":"Universitas Mercatorum,Dept. of Engineering and Sciences,Rome,Italy","institution_ids":["https://openalex.org/I4210132817"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083072051","display_name":"Barbara Martini","orcid":"https://orcid.org/0000-0002-0413-591X"},"institutions":[{"id":"https://openalex.org/I4210132817","display_name":"Mercatorum University","ror":"https://ror.org/03znjxt55","country_code":"IT","type":"education","lineage":["https://openalex.org/I4210132817"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Barbara Martini","raw_affiliation_strings":["Universitas Mercatorum,Dept. of Engineering and Sciences,Rome,Italy"],"affiliations":[{"raw_affiliation_string":"Universitas Mercatorum,Dept. of Engineering and Sciences,Rome,Italy","institution_ids":["https://openalex.org/I4210132817"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5070722534"],"corresponding_institution_ids":["https://openalex.org/I4210132817"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.65727599,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.49889999628067017,"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":0.49889999628067017,"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":0.1290999948978424,"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"}},{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.06780000030994415,"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/hallucinating","display_name":"Hallucinating","score":0.7235999703407288},{"id":"https://openalex.org/keywords/conjunction","display_name":"Conjunction (astronomy)","score":0.623199999332428},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.548799991607666},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.5273000001907349},{"id":"https://openalex.org/keywords/development","display_name":"Development (topology)","score":0.5072000026702881},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.36340001225471497}],"concepts":[{"id":"https://openalex.org/C2911011789","wikidata":"https://www.wikidata.org/wiki/Q130741","display_name":"Hallucinating","level":2,"score":0.7235999703407288},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7123000025749207},{"id":"https://openalex.org/C59656382","wikidata":"https://www.wikidata.org/wiki/Q191536","display_name":"Conjunction (astronomy)","level":2,"score":0.623199999332428},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.548799991607666},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.5273000001907349},{"id":"https://openalex.org/C2776542497","wikidata":"https://www.wikidata.org/wiki/Q5266672","display_name":"Development (topology)","level":2,"score":0.5072000026702881},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.36340001225471497},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34299999475479126},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3037000000476837},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.30230000615119934},{"id":"https://openalex.org/C517642484","wikidata":"https://www.wikidata.org/wiki/Q2388514","display_name":"Intelligence analysis","level":2,"score":0.2711000144481659},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2689000070095062},{"id":"https://openalex.org/C110994511","wikidata":"https://www.wikidata.org/wiki/Q661020","display_name":"Next-generation network","level":3,"score":0.26579999923706055}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/cnsm67658.2025.11297527","is_oa":false,"landing_page_url":"https://doi.org/10.23919/cnsm67658.2025.11297527","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 21st International Conference on Network and Service Management (CNSM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.5402741432189941,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2324910104","https://openalex.org/W2947939414","https://openalex.org/W3013541129","https://openalex.org/W3017680815","https://openalex.org/W3038272788","https://openalex.org/W3042577898","https://openalex.org/W4280558436","https://openalex.org/W4312980540","https://openalex.org/W4378676756","https://openalex.org/W4390491459","https://openalex.org/W4400233483","https://openalex.org/W4405467727","https://openalex.org/W4412537605"],"related_works":[],"abstract_inverted_index":{"The":[0],"field":[1],"of":[2,13,64,70,103,132,144],"Intent":[3],"Based":[4],"Networking":[5],"(IBN)":[6],"has":[7],"recently":[8],"focused":[9],"on":[10],"the":[11,29,62,68,101,130,142],"use":[12],"systems":[14],"powered":[15],"by":[16],"Generative":[17],"Artificial":[18],"Intelligence":[19],"and":[20,27,50,91],"Large":[21],"Language":[22],"Models":[23],"(LLMs)":[24],"to":[25,36,48,67,140],"generate":[26,51],"configure":[28],"network.":[30],"While":[31],"being":[32],"a":[33,74,107,145],"powerful":[34,146],"tool":[35],"assist":[37],"Network":[38,116,150],"Administrators,":[39],"these":[40,58,133],"methods":[41],"are":[42],"far":[43],"from":[44],"perfect.":[45],"They":[46],"tend":[47],"hallucinate":[49],"bad":[52],"or":[53],"sub-optimal":[54],"configurations.":[55],"To":[56],"avoid":[57],"problems,":[59],"we":[60,99],"propose":[61],"integration":[63],"Test-Driven":[65,122],"development":[66],"world":[69],"Softwarized":[71,125],"Networks,":[72],"as":[73,80,87],"feedback":[75],"for":[76,124,148],"automated":[77],"assistants":[78],"such":[79,86],"LLMbased":[81],"configuration":[82],"generator,":[83],"leveraging":[84],"technologies":[85],"Atomic":[88],"Predicates":[89],"(AP)":[90],"Retrieval":[92],"Augmented":[93],"Generation":[94],"(RAG).":[95],"In":[96],"this":[97],"paper,":[98],"describe":[100],"usage":[102],"an":[104,120],"assistant":[105],"over":[106],"softwarized":[108],"network,":[109],"making":[110],"it":[111],"work":[112],"in":[113],"conjunction":[114],"with":[115],"Policy":[117],"Enforcement,":[118],"generating":[119],"effective":[121],"Development":[123],"Network.":[126],"Our":[127],"findings":[128],"highlight":[129],"potential":[131],"combined":[134],"approaches,":[135],"mutually":[136],"benefit":[137],"each":[138],"other":[139],"reach":[141],"goal":[143],"co-pilot":[147],"Complex":[149],"Configuration.":[151]},"counts_by_year":[],"updated_date":"2025-12-23T23:11:35.936235","created_date":"2025-12-22T00:00:00"}