{"id":"https://openalex.org/W4405758136","doi":"https://doi.org/10.1145/3709355","title":"A Roadmap for Software Testing in Open-Collaborative and AI-Powered Era","display_name":"A Roadmap for Software Testing in Open-Collaborative and AI-Powered Era","publication_year":2024,"publication_date":"2024-12-24","ids":{"openalex":"https://openalex.org/W4405758136","doi":"https://doi.org/10.1145/3709355"},"language":"en","primary_location":{"id":"doi:10.1145/3709355","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3709355","pdf_url":null,"source":{"id":"https://openalex.org/S142627899","display_name":"ACM Transactions on Software Engineering and Methodology","issn_l":"1049-331X","issn":["1049-331X","1557-7392"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Software Engineering and Methodology","raw_type":"journal-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/A5100434820","display_name":"Qing Wang","orcid":"https://orcid.org/0000-0002-2618-5694"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210128818","display_name":"Institute of Software","ror":"https://ror.org/033dfsn42","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210128818"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qing Wang","raw_affiliation_strings":["Institute of Software Chinese Academy of Sciences, Beijing, China","Institute of Software Chinese Academy of Sciences, China"],"affiliations":[{"raw_affiliation_string":"Institute of Software Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210128818","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Institute of Software Chinese Academy of Sciences, China","institution_ids":["https://openalex.org/I4210128818","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108814327","display_name":"Junjie Wang","orcid":"https://orcid.org/0000-0002-9941-6713"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210128818","display_name":"Institute of Software","ror":"https://ror.org/033dfsn42","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210128818"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junjie Wang","raw_affiliation_strings":["Institute of Software Chinese Academy of Sciences, Beijing, China","Institute of Software Chinese Academy of Sciences, China"],"affiliations":[{"raw_affiliation_string":"Institute of Software Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210128818","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Institute of Software Chinese Academy of Sciences, China","institution_ids":["https://openalex.org/I4210128818","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Mingyang Li","orcid":"https://orcid.org/0009-0008-7936-5593"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210128818","display_name":"Institute of Software","ror":"https://ror.org/033dfsn42","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210128818"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingyang Li","raw_affiliation_strings":["Institute of Software Chinese Academy of Sciences, Beijing, China","Institute of Software Chinese Academy of Sciences, China"],"affiliations":[{"raw_affiliation_string":"Institute of Software Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210128818","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Institute of Software Chinese Academy of Sciences, China","institution_ids":["https://openalex.org/I4210128818","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115883384","display_name":"Yawen Wang","orcid":"https://orcid.org/0000-0003-2854-4889"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210128818","display_name":"Institute of Software","ror":"https://ror.org/033dfsn42","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210128818"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yawen Wang","raw_affiliation_strings":["Institute of Software Chinese Academy of Sciences, Beijing, China","Institute of Software Chinese Academy of Sciences, China"],"affiliations":[{"raw_affiliation_string":"Institute of Software Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210128818","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Institute of Software Chinese Academy of Sciences, China","institution_ids":["https://openalex.org/I4210128818","https://openalex.org/I19820366"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100462353","display_name":"Zhe Liu","orcid":"https://orcid.org/0000-0001-9709-8275"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210128818","display_name":"Institute of Software","ror":"https://ror.org/033dfsn42","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210128818"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhe Liu","raw_affiliation_strings":["Institute of Software Chinese Academy of Sciences, Beijing, China","Institute of Software Chinese Academy of Sciences, China"],"affiliations":[{"raw_affiliation_string":"Institute of Software Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210128818","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Institute of Software Chinese Academy of Sciences, China","institution_ids":["https://openalex.org/I4210128818","https://openalex.org/I19820366"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100434820"],"corresponding_institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210128818"],"apc_list":null,"apc_paid":null,"fwci":3.8013,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.94449389,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"34","issue":"5","first_page":"1","last_page":"17"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9998000264167786,"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9995999932289124,"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"}},{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9984999895095825,"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/computer-science","display_name":"Computer science","score":0.7234106063842773},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.6592220067977905},{"id":"https://openalex.org/keywords/test-strategy","display_name":"Test strategy","score":0.5656612515449524},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.550224781036377},{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.46305370330810547},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4242261052131653},{"id":"https://openalex.org/keywords/engineering-management","display_name":"Engineering management","score":0.36232995986938477},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.3601652979850769},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.348062127828598},{"id":"https://openalex.org/keywords/process-management","display_name":"Process management","score":0.33712470531463623},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.334646999835968},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13500738143920898}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7234106063842773},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.6592220067977905},{"id":"https://openalex.org/C188598960","wikidata":"https://www.wikidata.org/wiki/Q7705805","display_name":"Test strategy","level":3,"score":0.5656612515449524},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.550224781036377},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.46305370330810547},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4242261052131653},{"id":"https://openalex.org/C110354214","wikidata":"https://www.wikidata.org/wiki/Q6314146","display_name":"Engineering management","level":1,"score":0.36232995986938477},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.3601652979850769},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.348062127828598},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.33712470531463623},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.334646999835968},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13500738143920898},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3709355","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3709355","pdf_url":null,"source":{"id":"https://openalex.org/S142627899","display_name":"ACM Transactions on Software Engineering and Methodology","issn_l":"1049-331X","issn":["1049-331X","1557-7392"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Software Engineering and Methodology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.49000000953674316,"id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G1121271761","display_name":null,"funder_award_id":"Program","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G130652162","display_name":null,"funder_award_id":"202304","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1581568102","display_name":null,"funder_award_id":"62072442","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G160098265","display_name":null,"funder_award_id":"202401","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1932830568","display_name":null,"funder_award_id":"62232016, 62072442, 62402484, 62402483","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5249178904","display_name":null,"funder_award_id":"Grant No. 6","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6058138561","display_name":null,"funder_award_id":", No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6800602771","display_name":null,"funder_award_id":"62232016","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7726157001","display_name":null,"funder_award_id":"Grant No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8955107213","display_name":null,"funder_award_id":"Major","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322847","display_name":"Youth Innovation Promotion Association of the Chinese Academy of Sciences","ror":"https://ror.org/031141b54"},{"id":"https://openalex.org/F4320335892","display_name":"Youth Innovation Promotion Association","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":62,"referenced_works":["https://openalex.org/W40327287","https://openalex.org/W1527822636","https://openalex.org/W1981109290","https://openalex.org/W1991292921","https://openalex.org/W2006624349","https://openalex.org/W2055447156","https://openalex.org/W2068505235","https://openalex.org/W2076953721","https://openalex.org/W2079317829","https://openalex.org/W2090094826","https://openalex.org/W2110307645","https://openalex.org/W2139270835","https://openalex.org/W2160528879","https://openalex.org/W2417608402","https://openalex.org/W2547999707","https://openalex.org/W2560823834","https://openalex.org/W2616028256","https://openalex.org/W2734711024","https://openalex.org/W2740861372","https://openalex.org/W2767785010","https://openalex.org/W2793776506","https://openalex.org/W2794720137","https://openalex.org/W2859484040","https://openalex.org/W2888307014","https://openalex.org/W2889037615","https://openalex.org/W2946233956","https://openalex.org/W2954024706","https://openalex.org/W2963327228","https://openalex.org/W2996168601","https://openalex.org/W3007157104","https://openalex.org/W3023833538","https://openalex.org/W3032777522","https://openalex.org/W3082687416","https://openalex.org/W3089375544","https://openalex.org/W3090608524","https://openalex.org/W3091407209","https://openalex.org/W3091492509","https://openalex.org/W3093680441","https://openalex.org/W3105421922","https://openalex.org/W3122319236","https://openalex.org/W3152154974","https://openalex.org/W3214785090","https://openalex.org/W4206238894","https://openalex.org/W4210246416","https://openalex.org/W4221108272","https://openalex.org/W4284686707","https://openalex.org/W4285251253","https://openalex.org/W4311412320","https://openalex.org/W4312260323","https://openalex.org/W4378591002","https://openalex.org/W4384345667","https://openalex.org/W4385681252","https://openalex.org/W4385682136","https://openalex.org/W4386982649","https://openalex.org/W4388483194","https://openalex.org/W4388502414","https://openalex.org/W4391590673","https://openalex.org/W4391696889","https://openalex.org/W4391775009","https://openalex.org/W4391974543","https://openalex.org/W4403536418","https://openalex.org/W6631762497"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W1981780420","https://openalex.org/W2182707996","https://openalex.org/W45233828","https://openalex.org/W2964988449","https://openalex.org/W2397952901","https://openalex.org/W2029380707","https://openalex.org/W188202134","https://openalex.org/W4255934811","https://openalex.org/W2103522129"],"abstract_inverted_index":{"Internet":[0],"technology":[1,119],"has":[2],"given":[3],"rise":[4],"to":[5,15,30,101,121],"an":[6],"open-collaborative":[7,13,78],"software":[8,16,74],"development":[9,156],"paradigm,":[10],"necessitating":[11],"the":[12,43,77,84,106,138,153],"schema":[14],"testing.":[17],"It":[18],"enables":[19],"diverse":[20],"and":[21,37,53,62,79,90,99,116,128,140,152],"globally":[22],"distributed":[23],"contributions,":[24,117],"but":[25],"also":[26,57],"presents":[27],"significant":[28],"challenges":[29,64,130,139],"efficient":[31],"testing":[32,40,51,60,75,97,112,126],"processes,":[33],"coordination":[34],"among":[35],"personnel,":[36,89],"management":[38],"of":[39,87,108],"artifacts.":[41],"At":[42],"same":[44],"time,":[45],"advancements":[46],"in":[47,76,110,131],"AI":[48,122,154],"have":[49],"enhanced":[50],"capabilities":[52,127],"enabling":[54],"automation,":[55],"while":[56,118],"introducing":[58],"new":[59],"needs":[61],"unique":[63],"for":[65],"AI-based":[66,132],"systems.":[67,133],"In":[68],"this":[69,71],"context,":[70],"article":[72],"explores":[73],"AI-powered":[80],"era,":[81],"focusing":[82],"on":[83],"interrelated":[85],"dimensions":[86],"process,":[88],"technology.":[91],"Among":[92],"them,":[93],"process":[94],"involves":[95],"managing":[96],"workflows":[98],"artifacts":[100],"improve":[102],"efficiency,":[103],"personnel":[104],"emphasizes":[105],"role":[107],"individuals":[109],"ensuring":[111],"quality":[113],"through":[114],"collaboration":[115],"refers":[120],"methods":[123],"that":[124],"enhance":[125],"address":[129],"Furthermore,":[134],"we":[135],"delve":[136],"into":[137],"opportunities":[141],"arising":[142],"from":[143],"emerging":[144],"technologies":[145],"such":[146],"as":[147],"Large":[148],"Language":[149],"Models":[150],"(LLMs)":[151],"model-centric":[155],"paradigm.":[157]},"counts_by_year":[{"year":2025,"cited_by_count":5}],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2025-10-10T00:00:00"}
