{"id":"https://openalex.org/W4406859161","doi":"https://doi.org/10.1109/apsipaasc63619.2025.10849117","title":"MGVul: a Multi-Granularity Detection Framework for Software Vulnerability","display_name":"MGVul: a Multi-Granularity Detection Framework for Software Vulnerability","publication_year":2024,"publication_date":"2024-12-03","ids":{"openalex":"https://openalex.org/W4406859161","doi":"https://doi.org/10.1109/apsipaasc63619.2025.10849117"},"language":"en","primary_location":{"id":"doi:10.1109/apsipaasc63619.2025.10849117","is_oa":false,"landing_page_url":"https://doi.org/10.1109/apsipaasc63619.2025.10849117","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 Asia Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5100645851","display_name":"Xiangyu Zhao","orcid":"https://orcid.org/0000-0002-7721-6227"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangyu Zhao","raw_affiliation_strings":["University of Science and Technology of China,Institute of Advanced Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,Institute of Advanced Technology","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100616487","display_name":"Yanjun Li","orcid":"https://orcid.org/0009-0004-1157-6790"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanjun Li","raw_affiliation_strings":["University of Science and Technology of China,Institute of Advanced Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,Institute of Advanced Technology","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106403431","display_name":"Zhengpeng Zha","orcid":null},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhengpeng Zha","raw_affiliation_strings":["University of Science and Technology of China,Institute of Advanced Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,Institute of Advanced Technology","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059767940","display_name":"Zhen-Hua Ling","orcid":"https://orcid.org/0000-0001-7853-5273"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenhua Ling","raw_affiliation_strings":["University of Science and Technology of China,School of Information Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,School of Information Science and Technology","institution_ids":["https://openalex.org/I126520041"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I126520041"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12423","display_name":"Software Reliability and Analysis Research","score":0.9958999752998352,"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/T12423","display_name":"Software Reliability and Analysis Research","score":0.9958999752998352,"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/T10260","display_name":"Software Engineering Research","score":0.9822999835014343,"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/T12479","display_name":"Web Application Security Vulnerabilities","score":0.9656999707221985,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/granularity","display_name":"Granularity","score":0.8550752401351929},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.749910831451416},{"id":"https://openalex.org/keywords/vulnerability","display_name":"Vulnerability (computing)","score":0.6202595829963684},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4960504472255707},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.22502952814102173},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.11369454860687256}],"concepts":[{"id":"https://openalex.org/C177774035","wikidata":"https://www.wikidata.org/wiki/Q1246948","display_name":"Granularity","level":2,"score":0.8550752401351929},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.749910831451416},{"id":"https://openalex.org/C95713431","wikidata":"https://www.wikidata.org/wiki/Q631425","display_name":"Vulnerability (computing)","level":2,"score":0.6202595829963684},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4960504472255707},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.22502952814102173},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.11369454860687256}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/apsipaasc63619.2025.10849117","is_oa":false,"landing_page_url":"https://doi.org/10.1109/apsipaasc63619.2025.10849117","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 Asia Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W2360967250","https://openalex.org/W2781491433","https://openalex.org/W2809290718","https://openalex.org/W2885030880","https://openalex.org/W2965861627","https://openalex.org/W3091588759","https://openalex.org/W3098605233","https://openalex.org/W3111397039","https://openalex.org/W3127782461","https://openalex.org/W3166095789","https://openalex.org/W3183469243","https://openalex.org/W4221166942","https://openalex.org/W4229003128","https://openalex.org/W4284667406","https://openalex.org/W4306248583","https://openalex.org/W4312690534","https://openalex.org/W4387298393","https://openalex.org/W4388483581","https://openalex.org/W4388483660","https://openalex.org/W4394769344","https://openalex.org/W4394769548","https://openalex.org/W4398239044","https://openalex.org/W6767260250","https://openalex.org/W6860638186"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2931688134","https://openalex.org/W2377919138","https://openalex.org/W2378857091","https://openalex.org/W103652678","https://openalex.org/W4226090359","https://openalex.org/W2059697060","https://openalex.org/W936373746"],"abstract_inverted_index":{"Source":[0],"code":[1,153],"vulnerability":[2],"detection":[3,12,56,101,112],"is":[4,35,108],"a":[5,54,64,67,84],"critical":[6],"issue":[7],"in":[8],"software":[9,59],"security.":[10],"Existing":[11],"methods":[13],"primarily":[14],"focus":[15],"on":[16],"the":[17,25,38,42,99,104,115,146,149],"function-granularity,":[18],"neglecting":[19],"inter-function":[20,29,92,124],"call":[21,78,93,125],"information":[22],"and":[23,76,117,148],"lacking":[24],"ability":[26],"to":[27,90],"detect":[28],"vulnerability.":[30,60],"The":[31,151],"isolation":[32],"of":[33,37,44,110,132],"functions":[34,73],"one":[36],"reasons":[39],"that":[40,122],"limits":[41],"performance":[43,102],"deep":[45],"learning":[46],"models.":[47],"In":[48],"this":[49],"work,":[50],"we":[51],"propose":[52],"MGVul:":[53],"Multi-granularity":[55],"framework":[57,62,139],"for":[58,134],"This":[61],"treats":[63],"project":[65],"as":[66,71,74,80],"whole":[68],"graph,":[69],"files":[70],"subgraphs,":[72],"nodes,":[75],"function":[77],"relationships":[79,126],"edges.":[81],"By":[82],"using":[83],"multi-expert":[85],"mixture":[86],"graph":[87],"neural":[88],"network":[89],"learn":[91],"information,":[94],"it":[95],"not":[96],"only":[97],"improves":[98],"model\u2019s":[100],"at":[103,114,144],"function-granularity":[105],"but":[106],"also":[107,140],"capable":[109],"handling":[111],"tasks":[113],"file-granularity":[116,147],"project-granularity.":[118,150],"Preliminary":[119],"evaluation":[120],"shows":[121,141],"introducing":[123],"bring":[127],"an":[128],"average":[129],"F1-score":[130],"improvement":[131],"7.99%":[133],"function-level":[135],"detection.":[136],"Meanwhile,":[137],"our":[138],"promising":[142],"results":[143],"both":[145],"source":[152],"will":[154],"be":[155],"released":[156],"upon":[157],"paper":[158],"acceptance.":[159]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
