{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,31]],"date-time":"2025-10-31T07:08:24Z","timestamp":1761894504505,"version":"build-2065373602"},"reference-count":91,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"name":"Foundation for Science and Technology (FCT), Portugal, through the project \u201cIntelligent System for Mapping Cultural Heritage Markers in Play Behaviour,\u201d","award":["PRT\/BD\/155023\/2023"],"award-info":[{"award-number":["PRT\/BD\/155023\/2023"]}]},{"name":"FCT","award":["UIDB\/50008\/2020"],"award-info":[{"award-number":["UIDB\/50008\/2020"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2025]]},"DOI":"10.1109\/access.2025.3623944","type":"journal-article","created":{"date-parts":[[2025,10,20]],"date-time":"2025-10-20T17:57:35Z","timestamp":1760983055000},"page":"183296-183313","source":"Crossref","is-referenced-by-count":0,"title":["AI-Driven Software Test Automation: An AI4SE-Oriented Survey of Techniques, Tools, and Challenges"],"prefix":"10.1109","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0009-0009-1547-5328","authenticated-orcid":false,"given":"Aazaade","family":"Faraji","sequence":"first","affiliation":[{"name":"Universidade da Beira Interior, Covilh&#x00E3;, Portugal"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7797-8849","authenticated-orcid":false,"given":"Nuno","family":"Pombo","sequence":"additional","affiliation":[{"name":"Instituto de Telecomunica&#x00E7;&#x00F5;es, Universidade da Beira Interior, Covilh&#x00E3;, Portugal"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"issue":"1","key":"ref1","first-page":"888","article-title":"Importance of software testing in software development life cycle","volume":"6","author":"Parihar","year":"2019","journal-title":"Int. J. Res."},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.56726\/irjmets50146"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2025.3531380"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2022.3200740"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/ICDCSW63686.2024.00011"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/IC3I56241.2022.10072853"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/CSCC55931.2022.00029"},{"key":"ref8","first-page":"1383","article-title":"DeepREST: Automated test case generation for REST APIs exploiting deep reinforcement learning","volume-title":"Proc. 39th IEEE\/ACM Int. Conf. Automated Softw. Eng.","author":"Corradini"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/ISSREW53611.2021.00068"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1145\/3460319.3464829"},{"key":"ref11","article-title":"Challenges and paths towards AI for software engineering","author":"Gu","year":"2025","journal-title":"arXiv:2503.22625"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1145\/3696630.3728718"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/ICAICE63571.2024.10863866"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/ZCICT63770.2024.10958234"},{"key":"ref15","article-title":"A multi-year grey literature review on AI-assisted test automation","author":"Ricca","year":"2024","journal-title":"arXiv:2408.06224"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1016\/j.infsof.2023.107325"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2023.3334955"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/TR.2019.2892517"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/ICST60714.2024.00020"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/ICSME55016.2022.00074"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/ICSE-Companion58688.2023.00024"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1145\/3533767.3543292"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1007\/s11219-020-09532-z"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1007\/s11227-024-06107-8"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/ICSE-Companion52605.2021.00127"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1145\/3600006.3613148"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1145\/3551349.3563240"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/ICCCIS51004.2021.9397136"},{"key":"ref29","article-title":"Lightweight safety guardrails using fine-tuned BERT embeddings","author":"Zheng","year":"2024","journal-title":"arXiv:2411.14398"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-025-11389-2"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1145\/3105906"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/FLLM63129.2024.10852490"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1145\/3631974"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2021.114595"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2016.2622264"},{"article-title":"A test strategy for configurable software systems using machine learning","volume-title":"Proc. CIbSE\u2014Ibero Amer. Conf. Softw. Eng.","author":"Ferreira","key":"ref36"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/ICSE-Companion58688.2023.00027"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1145\/3510003.3510068"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/ICIIBMS62405.2024.10792720"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/NILES59815.2023.10296575"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/AST58925.2023.00008"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/ISSSR61934.2024.00075"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-82073-1_16"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1145\/3474624.3474634"},{"key":"ref45","first-page":"51","article-title":"Exploratory datamorphic testing of classification applications","volume-title":"Proc. IEEE\/ACM 1st Int. Conf. Autom. Softw. Test","author":"Zhu"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/ICSTW50294.2020.00025"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.32604\/iasc.2023.033465"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2023.3277564"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/ICST53961.2022.00048"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/SANER56733.2023.00086"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1145\/3701625.3701659"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1145\/3533767.3534397"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/VL\/HCC60511.2024.00014"},{"key":"ref54","first-page":"1019","article-title":"Artificial intelligence in automated system for Web-interfaces visual testing","volume-title":"Proc. COLINS","volume":"2604","author":"Ivanova"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/IOLTS52814.2021.9486704"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1109\/AiIC54368.2022.9914593"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1145\/3624032.3624035"},{"key":"ref58","first-page":"2440","article-title":"AgoneTest: Automated creation and assessment of unit tests leveraging large language models","volume-title":"Proc. 39th IEEE\/ACM Int. Conf. Automated Softw. Eng.","author":"Lops"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1145\/3597503.3639118"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/ITSC45102.2020.9294489"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.14569\/IJACSA.2021.0120571"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/ICECCT52121.2021.9616824"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2024.3358201"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1145\/3368089.3409677"},{"key":"ref65","first-page":"9","article-title":"Intelligent system for visual testing of software products","volume-title":"Proc. 1st Int. Workshop Young Scientists Artif. Intell. Sustain. Develop.","volume":"3716","author":"Komar"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1109\/DSA52907.2021.00075"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1109\/ICCC59590.2023.10507350"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1109\/ICSSA53632.2021.00016"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-39237-6_12"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/TED.2023.3337061"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1145\/3597503.3639191"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1016\/j.jss.2022.111231"},{"key":"ref73","first-page":"1629","article-title":"Extended model of software quality assessment scenario: Concept, operations, application","volume-title":"Proc. COLINS","volume":"3171","author":"Gordieiev"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1145\/3597926.3598043"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1109\/ICSTW55395.2022.00046"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.5220\/0010147902910298"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1007\/s10664-023-10291-1"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1109\/ITSC45102.2020.9294368"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1109\/DSA63982.2024.00067"},{"key":"ref80","article-title":"GUI testing arena: A unified benchmark for advancing autonomous GUI testing agent","author":"Zhao","year":"2024","journal-title":"arXiv:2412.18426"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1007\/s11219-021-09566-x"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1145\/3609437.3609455"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.1109\/ICSE48619.2023.00119"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.5220\/0009417801810192"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1109\/TENCON58879.2023.10322349"},{"key":"ref86","first-page":"1329","article-title":"Artificial intelligence in software test automation: A systematic literature review","volume":"6","author":"Battina","year":"2019","journal-title":"J. Emerg. Technol. Innov. Res."},{"key":"ref87","article-title":"AI-powered software testing tools: A systematic review and empirical assessment of their features and limitations","author":"Garousi","year":"2024","journal-title":"arXiv:2409.00411"},{"issue":"6","key":"ref88","first-page":"562","article-title":"Survey on test generation using machine learning technique","volume":"7","author":"Naresh","year":"2019","journal-title":"Int. J. Recent Technol. Eng."},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.1109\/INES59282.2023.10297645"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.3390\/s22031265"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.1007\/s10515-024-00462-9"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6287639\/10820123\/11208623.pdf?arnumber=11208623","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,31]],"date-time":"2025-10-31T05:29:01Z","timestamp":1761888541000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11208623\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"references-count":91,"URL":"https:\/\/doi.org\/10.1109\/access.2025.3623944","relation":{},"ISSN":["2169-3536"],"issn-type":[{"type":"electronic","value":"2169-3536"}],"subject":[],"published":{"date-parts":[[2025]]}}}