{"id":"https://openalex.org/W3164366884","doi":"https://doi.org/10.1109/percomworkshops51409.2021.9431072","title":"Keynote: ARES: A Deep Reinforcement Learning Tool for Black-Box Testing of Android Apps","display_name":"Keynote: ARES: A Deep Reinforcement Learning Tool for Black-Box Testing of Android Apps","publication_year":2021,"publication_date":"2021-03-22","ids":{"openalex":"https://openalex.org/W3164366884","doi":"https://doi.org/10.1109/percomworkshops51409.2021.9431072","mag":"3164366884"},"language":"en","primary_location":{"id":"doi:10.1109/percomworkshops51409.2021.9431072","is_oa":false,"landing_page_url":"https://doi.org/10.1109/percomworkshops51409.2021.9431072","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops)","raw_type":"proceedings-article"},"type":"conference-abstract","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/A5045254807","display_name":"Andrea Romdhana","orcid":"https://orcid.org/0000-0003-4651-8713"},"institutions":[{"id":"https://openalex.org/I83816512","display_name":"University of Genoa","ror":"https://ror.org/0107c5v14","country_code":"IT","type":"education","lineage":["https://openalex.org/I83816512"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Andrea Romdhana","raw_affiliation_strings":["DIBRIS, University of Genoa,Italy","DIBRIS, University of Genoa, Italy","Security &#x0026","Trust Unit, FBK-ICT, Trento, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DIBRIS, University of Genoa,Italy","institution_ids":["https://openalex.org/I83816512"]},{"raw_affiliation_string":"DIBRIS, University of Genoa, Italy","institution_ids":["https://openalex.org/I83816512"]},{"raw_affiliation_string":"Security &#x0026","institution_ids":[]},{"raw_affiliation_string":"Trust Unit, FBK-ICT, Trento, Italy","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077703323","display_name":"Alessio Merlo","orcid":"https://orcid.org/0000-0002-2272-2376"},"institutions":[{"id":"https://openalex.org/I83816512","display_name":"University of Genoa","ror":"https://ror.org/0107c5v14","country_code":"IT","type":"education","lineage":["https://openalex.org/I83816512"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Alessio Merlo","raw_affiliation_strings":["DIBRIS, University of Genoa,Italy","DIBRIS, University of Genoa, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DIBRIS, University of Genoa,Italy","institution_ids":["https://openalex.org/I83816512"]},{"raw_affiliation_string":"DIBRIS, University of Genoa, Italy","institution_ids":["https://openalex.org/I83816512"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I83816512"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"173","last_page":"173"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.989300012588501,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.989300012588501,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T12238","display_name":"Green IT and Sustainability","score":0.9714999794960022,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9653000235557556,"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/android","display_name":"Android (operating system)","score":0.8085724115371704},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7069621086120605},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.683289647102356},{"id":"https://openalex.org/keywords/black-box","display_name":"Black box","score":0.6172596216201782},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.47245314717292786},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3960859775543213},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.34069275856018066},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3212932050228119},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.221685528755188}],"concepts":[{"id":"https://openalex.org/C557433098","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android (operating system)","level":2,"score":0.8085724115371704},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7069621086120605},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.683289647102356},{"id":"https://openalex.org/C94966114","wikidata":"https://www.wikidata.org/wiki/Q29256","display_name":"Black box","level":2,"score":0.6172596216201782},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.47245314717292786},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3960859775543213},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.34069275856018066},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3212932050228119},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.221685528755188}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/percomworkshops51409.2021.9431072","is_oa":false,"landing_page_url":"https://doi.org/10.1109/percomworkshops51409.2021.9431072","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4306904969","https://openalex.org/W2138720691","https://openalex.org/W4362501864","https://openalex.org/W4380318855","https://openalex.org/W3084456289","https://openalex.org/W2024136090","https://openalex.org/W4391331176","https://openalex.org/W2031695474","https://openalex.org/W2586732548","https://openalex.org/W1565885216"],"abstract_inverted_index":{"Summary":[0],"form":[1],"only":[2],"given.":[3],"A":[4],"reliable":[5],"testing":[6,21,60,73],"phase":[7],"is":[8,25,64],"essential":[9],"to":[10,56,65,78,91,107,120,134],"minimize":[11],"the":[12,42,80,137],"probability":[13],"of":[14,22,32,130],"app":[15],"failures":[16],"during":[17],"execution.":[18],"However,":[19,124],"automated":[20],"mobile":[23,58],"apps":[24,34],"still":[26],"an":[27],"open":[28],"problem.":[29],"The":[30],"complexity":[31],"current":[33],"makes":[35],"their":[36],"exploration":[37,132,140],"more":[38,122],"difficult":[39],"than":[40],"in":[41],"past":[43,131],"because":[44],"they":[45,118,125],"can":[46],"contain":[47],"difficult-toreach":[48],"states":[49],"and":[50,69,88,95],"difficult-to-trigger":[51],"events.":[52],"Several":[53],"approaches":[54],"exist":[55],"automate":[57],"apps\u2019":[59],"phases":[61],"whose":[62],"aim":[63],"maximize":[66],"code":[67],"coverage":[68,114],"bug":[70],"detection.":[71],"Random":[72],"strategies":[74,85,100],"produce":[75],"pseudo-random":[76],"events":[77],"stimulate":[79],"App":[81],"Under":[82],"Test.":[83],"Model-based":[84],"combine":[86],"static":[87],"dynamic":[89],"analysis":[90],"create":[92],"navigation":[93],"models":[94],"generate":[96,108],"test":[97],"cases.":[98],"Structural":[99],"use":[101],"symbolic":[102],"execution":[103],"or":[104],"evolutionary":[105],"algorithms":[106],"coverageoriented":[109],"inputs.":[110],"Since":[111],"a":[112],"specific":[113],"target":[115],"guides":[116],"them,":[117],"result":[119],"be":[121],"powerful.":[123],"do":[126],"not":[127],"take":[128],"advantage":[129],"successes":[133],"dynamically":[135],"learn":[136],"most":[138],"compelling":[139],"strategy.":[141]},"counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2025-10-10T00:00:00"}