{"id":"https://openalex.org/W4210660460","doi":"https://doi.org/10.1145/3512345","title":"Fuzzing: A Survey for Roadmap","display_name":"Fuzzing: A Survey for Roadmap","publication_year":2022,"publication_date":"2022-01-28","ids":{"openalex":"https://openalex.org/W4210660460","doi":"https://doi.org/10.1145/3512345"},"language":"en","primary_location":{"id":"doi:10.1145/3512345","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3512345","pdf_url":null,"source":{"id":"https://openalex.org/S157921468","display_name":"ACM Computing Surveys","issn_l":"0360-0300","issn":["0360-0300","1557-7341"],"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 Computing Surveys","raw_type":"journal-article"},"type":"review","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/A5015792635","display_name":"Xiaogang Zhu","orcid":"https://orcid.org/0000-0002-0647-4747"},"institutions":[{"id":"https://openalex.org/I57093077","display_name":"Swinburne University of Technology","ror":"https://ror.org/031rekg67","country_code":"AU","type":"education","lineage":["https://openalex.org/I57093077"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Xiaogang Zhu","raw_affiliation_strings":["Swinburne University of Technology, Australia"],"affiliations":[{"raw_affiliation_string":"Swinburne University of Technology, Australia","institution_ids":["https://openalex.org/I57093077"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076576641","display_name":"Sheng Wen","orcid":"https://orcid.org/0000-0003-0655-666X"},"institutions":[{"id":"https://openalex.org/I57093077","display_name":"Swinburne University of Technology","ror":"https://ror.org/031rekg67","country_code":"AU","type":"education","lineage":["https://openalex.org/I57093077"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Sheng Wen","raw_affiliation_strings":["Swinburne University of Technology, Australia"],"affiliations":[{"raw_affiliation_string":"Swinburne University of Technology, Australia","institution_ids":["https://openalex.org/I57093077"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084022157","display_name":"Seyit Camtepe","orcid":"https://orcid.org/0000-0001-6353-8359"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Seyit Camtepe","raw_affiliation_strings":["CSIRO Data61, Australia"],"affiliations":[{"raw_affiliation_string":"CSIRO Data61, Australia","institution_ids":["https://openalex.org/I42894916","https://openalex.org/I1292875679"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100666554","display_name":"Yang Xiang","orcid":"https://orcid.org/0000-0001-5252-0831"},"institutions":[{"id":"https://openalex.org/I57093077","display_name":"Swinburne University of Technology","ror":"https://ror.org/031rekg67","country_code":"AU","type":"education","lineage":["https://openalex.org/I57093077"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Yang Xiang","raw_affiliation_strings":["Swinburne University of Technology, Australia"],"affiliations":[{"raw_affiliation_string":"Swinburne University of Technology, Australia","institution_ids":["https://openalex.org/I57093077"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5015792635"],"corresponding_institution_ids":["https://openalex.org/I57093077"],"apc_list":null,"apc_paid":null,"fwci":74.6014,"has_fulltext":false,"cited_by_count":280,"citation_normalized_percentile":{"value":1.0,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"54","issue":"11s","first_page":"1","last_page":"36"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9998000264167786,"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":0.9998000264167786,"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/T11005","display_name":"Radiation Effects in Electronics","score":0.9977999925613403,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/fuzz-testing","display_name":"Fuzz testing","score":0.9985814094543457},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8385733366012573},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.430406391620636},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.19668713212013245},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.13750115036964417},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.13554006814956665}],"concepts":[{"id":"https://openalex.org/C111065885","wikidata":"https://www.wikidata.org/wiki/Q1189053","display_name":"Fuzz testing","level":3,"score":0.9985814094543457},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8385733366012573},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.430406391620636},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.19668713212013245},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.13750115036964417},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.13554006814956665}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3512345","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3512345","pdf_url":null,"source":{"id":"https://openalex.org/S157921468","display_name":"ACM Computing Surveys","issn_l":"0360-0300","issn":["0360-0300","1557-7341"],"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 Computing Surveys","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":131,"referenced_works":["https://openalex.org/W22858107","https://openalex.org/W179875071","https://openalex.org/W197989889","https://openalex.org/W221832247","https://openalex.org/W1480909796","https://openalex.org/W1831641206","https://openalex.org/W1964740600","https://openalex.org/W1965391651","https://openalex.org/W1976878954","https://openalex.org/W1976919795","https://openalex.org/W1984762903","https://openalex.org/W1995875735","https://openalex.org/W1998965451","https://openalex.org/W2002934700","https://openalex.org/W2048899404","https://openalex.org/W2051203581","https://openalex.org/W2053176592","https://openalex.org/W2053597677","https://openalex.org/W2065948900","https://openalex.org/W2087611087","https://openalex.org/W2089468765","https://openalex.org/W2089745089","https://openalex.org/W2103336148","https://openalex.org/W2105983962","https://openalex.org/W2107709519","https://openalex.org/W2108207895","https://openalex.org/W2111900492","https://openalex.org/W2115601816","https://openalex.org/W2116601594","https://openalex.org/W2117798902","https://openalex.org/W2128128820","https://openalex.org/W2128985333","https://openalex.org/W2129975948","https://openalex.org/W2152195021","https://openalex.org/W2152465173","https://openalex.org/W2158124716","https://openalex.org/W2168405694","https://openalex.org/W2247455710","https://openalex.org/W2249862487","https://openalex.org/W2294434616","https://openalex.org/W2295974667","https://openalex.org/W2350778671","https://openalex.org/W2414287720","https://openalex.org/W2463553622","https://openalex.org/W2466114212","https://openalex.org/W2499791918","https://openalex.org/W2515650212","https://openalex.org/W2517087431","https://openalex.org/W2519952770","https://openalex.org/W2532335977","https://openalex.org/W2535617737","https://openalex.org/W2583649498","https://openalex.org/W2616028256","https://openalex.org/W2619271281","https://openalex.org/W2751862727","https://openalex.org/W2752340395","https://openalex.org/W2757104921","https://openalex.org/W2765435026","https://openalex.org/W2766540688","https://openalex.org/W2766647240","https://openalex.org/W2766711930","https://openalex.org/W2766898821","https://openalex.org/W2767389543","https://openalex.org/W2804093830","https://openalex.org/W2806377938","https://openalex.org/W2806746626","https://openalex.org/W2846896781","https://openalex.org/W2883502900","https://openalex.org/W2898689050","https://openalex.org/W2904932877","https://openalex.org/W2928702109","https://openalex.org/W2947652816","https://openalex.org/W2954282565","https://openalex.org/W2954292831","https://openalex.org/W2955835447","https://openalex.org/W2963147982","https://openalex.org/W2963298680","https://openalex.org/W2963350015","https://openalex.org/W2963804422","https://openalex.org/W2964241064","https://openalex.org/W2967780860","https://openalex.org/W2968450123","https://openalex.org/W2979357014","https://openalex.org/W2984976544","https://openalex.org/W2985495886","https://openalex.org/W2985896598","https://openalex.org/W2998937823","https://openalex.org/W3006516349","https://openalex.org/W3015291177","https://openalex.org/W3017218903","https://openalex.org/W3019415692","https://openalex.org/W3019428952","https://openalex.org/W3033777149","https://openalex.org/W3042611370","https://openalex.org/W3047947484","https://openalex.org/W3049735680","https://openalex.org/W3089358079","https://openalex.org/W3089794841","https://openalex.org/W3090943961","https://openalex.org/W3091620507","https://openalex.org/W3091773350","https://openalex.org/W3097728505","https://openalex.org/W3098450669","https://openalex.org/W3099713549","https://openalex.org/W3101845936","https://openalex.org/W3104664063","https://openalex.org/W3105061167","https://openalex.org/W3106010854","https://openalex.org/W3106959425","https://openalex.org/W3109101477","https://openalex.org/W3121467130","https://openalex.org/W3123740074","https://openalex.org/W3125721406","https://openalex.org/W3129980761","https://openalex.org/W3151416809","https://openalex.org/W3160029089","https://openalex.org/W3160554650","https://openalex.org/W3161338937","https://openalex.org/W3163623982","https://openalex.org/W3194771370","https://openalex.org/W3195980781","https://openalex.org/W3212565000","https://openalex.org/W3213337076","https://openalex.org/W4237492309","https://openalex.org/W4241778203","https://openalex.org/W4244488020","https://openalex.org/W4292083457","https://openalex.org/W4298112463","https://openalex.org/W4300072878","https://openalex.org/W4308835491","https://openalex.org/W6753251747"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2511770387","https://openalex.org/W3120811337","https://openalex.org/W2766647240","https://openalex.org/W4385301282","https://openalex.org/W2990186179","https://openalex.org/W3203597304","https://openalex.org/W4248424560"],"abstract_inverted_index":{"Fuzz":[0],"testing":[1],"(fuzzing)":[2],"has":[3,27],"witnessed":[4],"its":[5],"prosperity":[6],"in":[7,34,86,119],"detecting":[8],"security":[9],"flaws":[10],"recently.":[11],"It":[12],"generates":[13,106],"a":[14,49,165],"large":[15],"number":[16],"of":[17,30,43,51,127,138],"test":[18,108],"cases":[19,109],"and":[20,32,67,129,147,159,170],"monitors":[21],"the":[22,60,63,68,74,77,92,99,125,136,149],"executions":[23],"for":[24,167],"defects.":[25],"Fuzzing":[26],"detected":[28],"thousands":[29],"bugs":[31],"vulnerabilities":[33],"various":[35],"applications.":[36,140],"Although":[37],"effective,":[38],"there":[39],"lacks":[40],"systematic":[41],"analysis":[42],"gaps":[44,61,150],"faced":[45],"by":[46],"fuzzing.":[47,176],"As":[48],"technique":[50],"defect":[52,69,93],"detection,":[53],"fuzzing":[54,105,116],"is":[55,80,95,132],"required":[56],"to":[57,110,117,124,134,173],"narrow":[58],"down":[59],"between":[62],"entire":[64,100],"input":[65,78,101],"space":[66,79,94],"space.":[70,102],"Without":[71],"limitation":[72],"on":[73],"generated":[75],"inputs,":[76],"infinite.":[81],"However,":[82],"defects":[83],"are":[84],"sparse":[85],"an":[87,120],"application,":[88],"which":[89],"indicates":[90],"that":[91],"much":[96],"smaller":[97],"than":[98],"Besides,":[103],"because":[104],"numerous":[107],"repeatedly":[111],"examine":[112],"targets,":[113],"it":[114,131],"requires":[115],"perform":[118],"automatic":[121],"manner.":[122],"Due":[123],"complexity":[126],"applications":[128],"defects,":[130],"challenging":[133],"automatize":[135],"execution":[137],"diverse":[139],"In":[141],"this":[142],"article,":[143],"we":[144],"systematically":[145],"review":[146],"analyze":[148],"as":[151,153],"well":[152],"their":[154],"solutions,":[155],"considering":[156],"both":[157,168],"breadth":[158],"depth.":[160],"This":[161],"survey":[162],"can":[163],"be":[164],"roadmap":[166],"beginners":[169],"advanced":[171],"developers":[172],"better":[174],"understand":[175]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":111},{"year":2024,"cited_by_count":91},{"year":2023,"cited_by_count":58},{"year":2022,"cited_by_count":11}],"updated_date":"2026-04-02T15:55:50.835912","created_date":"2025-10-10T00:00:00"}
