{"id":"https://openalex.org/W4415366988","doi":"https://doi.org/10.1109/access.2025.3623944","title":"AI-Driven Software Test Automation: An AI4SE-Oriented Survey of Techniques, Tools, and Challenges","display_name":"AI-Driven Software Test Automation: An AI4SE-Oriented Survey of Techniques, Tools, and Challenges","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4415366988","doi":"https://doi.org/10.1109/access.2025.3623944"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3623944","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3623944","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3623944","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5115863146","display_name":"Aazaade Faraji","orcid":null},"institutions":[{"id":"https://openalex.org/I161321875","display_name":"University of Beira Interior","ror":"https://ror.org/03nf36p02","country_code":"PT","type":"education","lineage":["https://openalex.org/I161321875"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Aazaade Faraji","raw_affiliation_strings":["Universidade da Beira Interior, Covilh&#x00E3;, Portugal"],"raw_orcid":"https://orcid.org/0009-0009-1547-5328","affiliations":[{"raw_affiliation_string":"Universidade da Beira Interior, Covilh&#x00E3;, Portugal","institution_ids":["https://openalex.org/I161321875"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014653405","display_name":"Nuno Pombo","orcid":"https://orcid.org/0000-0001-7797-8849"},"institutions":[{"id":"https://openalex.org/I161321875","display_name":"University of Beira Interior","ror":"https://ror.org/03nf36p02","country_code":"PT","type":"education","lineage":["https://openalex.org/I161321875"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Nuno Pombo","raw_affiliation_strings":["Instituto de Telecomunica&#x00E7;&#x00F5;es, Universidade da Beira Interior, Covilh&#x00E3;, Portugal"],"raw_orcid":"https://orcid.org/0000-0001-7797-8849","affiliations":[{"raw_affiliation_string":"Instituto de Telecomunica&#x00E7;&#x00F5;es, Universidade da Beira Interior, Covilh&#x00E3;, Portugal","institution_ids":["https://openalex.org/I161321875"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.27126071,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":null,"first_page":"183296","last_page":"183313"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9671000242233276,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9671000242233276,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/automation","display_name":"Automation","score":0.5418000221252441},{"id":"https://openalex.org/keywords/software-construction","display_name":"Software construction","score":0.4927000105381012},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.47870001196861267},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.45590001344680786},{"id":"https://openalex.org/keywords/software-analytics","display_name":"Software analytics","score":0.4129999876022339},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.40450000762939453},{"id":"https://openalex.org/keywords/software-system","display_name":"Software system","score":0.3790999948978424},{"id":"https://openalex.org/keywords/applications-of-artificial-intelligence","display_name":"Applications of artificial intelligence","score":0.3734999895095825}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7196999788284302},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.5428000092506409},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.5418000221252441},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.4927000105381012},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.47870001196861267},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.45590001344680786},{"id":"https://openalex.org/C171981572","wikidata":"https://www.wikidata.org/wiki/Q7554239","display_name":"Software analytics","level":5,"score":0.4129999876022339},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.40450000762939453},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38350000977516174},{"id":"https://openalex.org/C149091818","wikidata":"https://www.wikidata.org/wiki/Q2429814","display_name":"Software system","level":3,"score":0.3790999948978424},{"id":"https://openalex.org/C157170001","wikidata":"https://www.wikidata.org/wiki/Q4781507","display_name":"Applications of artificial intelligence","level":2,"score":0.3734999895095825},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.37130001187324524},{"id":"https://openalex.org/C39890963","wikidata":"https://www.wikidata.org/wiki/Q1702721","display_name":"Personal software process","level":5,"score":0.36390000581741333},{"id":"https://openalex.org/C74579156","wikidata":"https://www.wikidata.org/wiki/Q7554342","display_name":"Software peer review","level":5,"score":0.3474999964237213},{"id":"https://openalex.org/C48002344","wikidata":"https://www.wikidata.org/wiki/Q2919644","display_name":"Verification and validation","level":2,"score":0.3328000009059906},{"id":"https://openalex.org/C111524372","wikidata":"https://www.wikidata.org/wiki/Q7663718","display_name":"System integration testing","level":5,"score":0.33149999380111694},{"id":"https://openalex.org/C182500959","wikidata":"https://www.wikidata.org/wiki/Q7551380","display_name":"Social software engineering","level":5,"score":0.3273000121116638},{"id":"https://openalex.org/C117447612","wikidata":"https://www.wikidata.org/wiki/Q1412670","display_name":"Software quality","level":4,"score":0.3009999990463257},{"id":"https://openalex.org/C2984328558","wikidata":"https://www.wikidata.org/wiki/Q188522","display_name":"Software testing","level":3,"score":0.2824000120162964},{"id":"https://openalex.org/C128942645","wikidata":"https://www.wikidata.org/wiki/Q1568346","display_name":"Test case","level":3,"score":0.27230000495910645},{"id":"https://openalex.org/C7435765","wikidata":"https://www.wikidata.org/wiki/Q7705776","display_name":"Test Management Approach","level":5,"score":0.25609999895095825},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2547000050544739}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3623944","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3623944","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:9d4095eeceb84e63ab39f05de1f8e03e","is_oa":true,"landing_page_url":"https://doaj.org/article/9d4095eeceb84e63ab39f05de1f8e03e","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 183296-183313 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3623944","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3623944","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3825212600","display_name":null,"funder_award_id":"https://doi.org/10.54499/UIDB/50008/2020","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G8091738187","display_name":null,"funder_award_id":"10.54499/PRT/BD/155023/2023.","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"}],"funders":[{"id":"https://openalex.org/F4320334779","display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia","ror":"https://ror.org/00snfqn58"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"The":[0,108],"growing":[1],"complexity":[2],"of":[3,30,36,57,76,87,100,176],"software":[4,13,31,59,171],"systems":[5],"and":[6,21,53,69,80,83,97,121,131,152,167],"the":[7,17,33,58,85,174],"need":[8,18],"for":[9,19,39,165,179],"more":[10],"rapid,":[11],"high-quality":[12],"releases":[14],"have":[15],"created":[16],"intelligent":[20],"automated":[22],"testing":[23,172],"mechanisms.":[24],"Drawing":[25],"on":[26],"AI-driven":[27,170],"test":[28,60,64,105,150],"automation":[29,106],"in":[32],"larger":[34],"context":[35],"Artificial":[37,145,177],"Intelligence":[38,178],"Software":[40,180],"Engineering,":[41],"this":[42],"survey":[43,157],"discusses":[44],"how":[45],"artificial":[46,101],"intelligence":[47,102],"methods":[48],"are":[49],"used":[50],"to":[51,103,126,139],"augment":[52],"automate":[54],"multiple":[55],"stages":[56],"cycle,":[61],"ranging":[62],"from":[63],"planning,":[65],"generation,":[66],"execution,":[67],"repair,":[68],"maintenance.":[70],"We":[71],"offer":[72],"a":[73,111,161],"systematic":[74],"overview":[75],"76":[77],"industrial":[78,119],"tools":[79],"peer-reviewed":[81],"research":[82,117,133],"examine":[84],"contribution":[86],"Machine":[88],"Learning,":[89,91,96],"Deep":[90],"Large":[92],"Language":[93,148],"Models,":[94],"Reinforcement":[95],"other":[98],"paradigms":[99],"modern":[104],"pipelines.":[107],"paper":[109],"suggests":[110],"lifecycle-oriented":[112],"taxonomy,":[113],"aligning":[114],"industry":[115],"with":[116,118],"practices,":[120],"offers":[122],"structured":[123],"visual":[124],"analyses":[125],"map":[127],"current":[128],"trends,":[129],"limitations,":[130],"emerging":[132],"opportunities.":[134],"Special":[135],"focus":[136],"is":[137],"awarded":[138],"untapped":[140],"areas":[141],"such":[142],"as":[143,160],"Explainable":[144],"Intelligence,":[146],"Natural":[147],"Processing-based":[149],"scripting,":[151],"hybrid":[153],"AI":[154],"strategies.":[155],"This":[156],"also":[158],"acts":[159],"ready":[162],"reference":[163],"guide":[164],"researchers":[166],"practitioners":[168],"towards":[169],"under":[173],"framework":[175],"Engineering.":[181]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-21T00:00:00"}
