{"id":"https://openalex.org/W2342190614","doi":"https://doi.org/10.1145/2876034.2876050","title":"Fuzz Testing Projects in Massive Courses","display_name":"Fuzz Testing Projects in Massive Courses","publication_year":2016,"publication_date":"2016-04-14","ids":{"openalex":"https://openalex.org/W2342190614","doi":"https://doi.org/10.1145/2876034.2876050","mag":"2342190614"},"language":"en","primary_location":{"id":"doi:10.1145/2876034.2876050","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2876034.2876050","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Third (2016) ACM Conference on Learning @ Scale","raw_type":"proceedings-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/A5047880601","display_name":"Sumukh Sridhara","orcid":null},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Sumukh Sridhara","raw_affiliation_strings":["University of California, Berkeley, Berkeley, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of California, Berkeley, Berkeley, CA, USA","institution_ids":["https://openalex.org/I95457486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052313326","display_name":"Brian Hou","orcid":null},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Brian Hou","raw_affiliation_strings":["University of California, Berkeley, Berkeley, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of California, Berkeley, Berkeley, CA, USA","institution_ids":["https://openalex.org/I95457486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100847117","display_name":"Jeffrey Lu","orcid":null},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jeffrey Lu","raw_affiliation_strings":["University of California, Berkeley, Berkeley, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of California, Berkeley, Berkeley, CA, USA","institution_ids":["https://openalex.org/I95457486"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072072153","display_name":"John DeNero","orcid":"https://orcid.org/0000-0001-9152-3891"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"John DeNero","raw_affiliation_strings":["University of California, Berkeley, Berkeley, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of California, Berkeley, Berkeley, CA, USA","institution_ids":["https://openalex.org/I95457486"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5047880601"],"corresponding_institution_ids":["https://openalex.org/I95457486"],"apc_list":null,"apc_paid":null,"fwci":2.5806,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.8922252,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"361","last_page":"367"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9998999834060669,"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":0.9998999834060669,"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/T10533","display_name":"Teaching and Learning Programming","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T12423","display_name":"Software Reliability and Analysis Research","score":0.9961000084877014,"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/fuzz-testing","display_name":"Fuzz testing","score":0.8832435607910156},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7237840890884399},{"id":"https://openalex.org/keywords/test-suite","display_name":"Test suite","score":0.5922965407371521},{"id":"https://openalex.org/keywords/test","display_name":"Test (biology)","score":0.5874791145324707},{"id":"https://openalex.org/keywords/complement","display_name":"Complement (music)","score":0.5632988810539246},{"id":"https://openalex.org/keywords/suite","display_name":"Suite","score":0.501939058303833},{"id":"https://openalex.org/keywords/unit-testing","display_name":"Unit testing","score":0.4398876428604126},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.4257572591304779},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.4237726032733917},{"id":"https://openalex.org/keywords/test-case","display_name":"Test case","score":0.33894413709640503},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.2359338104724884},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.18739527463912964},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.13102424144744873},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.07921648025512695}],"concepts":[{"id":"https://openalex.org/C111065885","wikidata":"https://www.wikidata.org/wiki/Q1189053","display_name":"Fuzz testing","level":3,"score":0.8832435607910156},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7237840890884399},{"id":"https://openalex.org/C151552104","wikidata":"https://www.wikidata.org/wiki/Q7705809","display_name":"Test suite","level":4,"score":0.5922965407371521},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.5874791145324707},{"id":"https://openalex.org/C112313634","wikidata":"https://www.wikidata.org/wiki/Q7886648","display_name":"Complement (music)","level":5,"score":0.5632988810539246},{"id":"https://openalex.org/C79581498","wikidata":"https://www.wikidata.org/wiki/Q1367530","display_name":"Suite","level":2,"score":0.501939058303833},{"id":"https://openalex.org/C148027188","wikidata":"https://www.wikidata.org/wiki/Q907375","display_name":"Unit testing","level":3,"score":0.4398876428604126},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.4257572591304779},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.4237726032733917},{"id":"https://openalex.org/C128942645","wikidata":"https://www.wikidata.org/wiki/Q1568346","display_name":"Test case","level":3,"score":0.33894413709640503},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.2359338104724884},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.18739527463912964},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.13102424144744873},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.07921648025512695},{"id":"https://openalex.org/C188082640","wikidata":"https://www.wikidata.org/wiki/Q1780899","display_name":"Complementation","level":4,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C127716648","wikidata":"https://www.wikidata.org/wiki/Q104053","display_name":"Phenotype","level":3,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2876034.2876050","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2876034.2876050","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Third (2016) ACM Conference on Learning @ Scale","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.47999998927116394}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W35724654","https://openalex.org/W157156687","https://openalex.org/W1550112417","https://openalex.org/W1980818933","https://openalex.org/W2000414759","https://openalex.org/W2002934700","https://openalex.org/W2010775113","https://openalex.org/W2012312630","https://openalex.org/W2023164354","https://openalex.org/W2045759747","https://openalex.org/W2065948900","https://openalex.org/W2075827176","https://openalex.org/W2081468517","https://openalex.org/W2087822852","https://openalex.org/W2089010774","https://openalex.org/W2107709519","https://openalex.org/W2134202849","https://openalex.org/W2151828850","https://openalex.org/W2294064749","https://openalex.org/W2563702229","https://openalex.org/W4231349861","https://openalex.org/W4249812482","https://openalex.org/W6606430823"],"related_works":["https://openalex.org/W1485837041","https://openalex.org/W2074710475","https://openalex.org/W4389236635","https://openalex.org/W3204955359","https://openalex.org/W2038379963","https://openalex.org/W3114223219","https://openalex.org/W4251258648","https://openalex.org/W2069944787","https://openalex.org/W4243202646","https://openalex.org/W2404183746"],"abstract_inverted_index":{"Scaffolded":[0],"projects":[1],"with":[2],"automated":[3],"feedback":[4,18],"are":[5],"core":[6],"instructional":[7],"components":[8],"of":[9,35,45,71,113,130,138,153],"many":[10],"massive":[11],"courses.":[12],"In":[13,47,109],"subjects":[14],"that":[15,95,124],"include":[16],"programming,":[17],"is":[19],"typically":[20],"provided":[21],"by":[22,27,66,127],"test":[23,132],"cases":[24,133],"constructed":[25,86],"manually":[26,85],"the":[28,33,43,69,110,143,151,154],"instructor.":[29],"This":[30],"paper":[31],"explores":[32],"effectiveness":[34],"fuzz":[36,51,103,120],"testing,":[37],"a":[38,56,63,75,81,114,128,141],"randomized":[39],"technique":[40],"for":[41,105,134],"verifying":[42],"behavior":[44,61],"programs.":[46],"particular,":[48],"we":[49],"apply":[50],"testing":[52,78,104,121],"to":[53,74,84,149],"identify":[54],"when":[55],"student's":[57],"solution":[58],"differs":[59],"in":[60],"from":[62],"reference":[64],"implementation":[65],"randomly":[67],"exploring":[68],"space":[70],"legal":[72],"inputs":[73],"program.":[76],"Fuzz":[77],"serves":[79],"as":[80],"useful":[82],"complement":[83],"tests.":[87],"Instructors":[88],"can":[89],"concentrate":[90],"on":[91,98],"designing":[92],"targeted":[93,131],"tests":[94],"focus":[96],"attention":[97],"specific":[99],"issues":[100],"while":[101],"using":[102],"comprehensive":[106],"error":[107],"checking.":[108],"first":[111],"project":[112],"1,400-student":[115],"introductory":[116],"computer":[117],"science":[118],"course,":[119],"caught":[122],"errors":[123],"were":[125],"missed":[126],"suite":[129],"more":[135,147],"than":[136],"48%":[137],"students.":[139],"As":[140],"result,":[142],"students":[144],"dedicated":[145],"substantially":[146],"effort":[148],"mastering":[150],"nuances":[152],"assignment.":[155]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":1}],"updated_date":"2025-11-25T21:42:39.735039","created_date":"2025-10-10T00:00:00"}