{"id":"https://openalex.org/W7156846296","doi":"https://doi.org/10.48550/arxiv.2604.24028","title":"Vulnerability Identification by Harnessing Inter-connected Multi-Source Information","display_name":"Vulnerability Identification by Harnessing Inter-connected Multi-Source Information","publication_year":2026,"publication_date":"2026-04-27","ids":{"openalex":"https://openalex.org/W7156846296","doi":"https://doi.org/10.48550/arxiv.2604.24028"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2604.24028","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.24028","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2604.24028","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5134752250","display_name":"Liyou Chen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chen, Liyou","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134751297","display_name":"Hailong Sun","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sun, Hailong","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134803236","display_name":"Xiang Gao","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Gao, Xiang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134757953","display_name":"Lin Shi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shi, Lin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134770811","display_name":"Yixin Yang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yang, Yixin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5071633570","display_name":"Yi Xu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xu, Yi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.37310001254081726,"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":0.37310001254081726,"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/T10734","display_name":"Information and Cyber Security","score":0.3682999908924103,"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":0.15459999442100525,"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/commit","display_name":"Commit","score":0.8172000050544739},{"id":"https://openalex.org/keywords/vulnerability","display_name":"Vulnerability (computing)","score":0.7265999913215637},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.6779999732971191},{"id":"https://openalex.org/keywords/dependency","display_name":"Dependency (UML)","score":0.5092999935150146},{"id":"https://openalex.org/keywords/vulnerability-assessment","display_name":"Vulnerability assessment","score":0.4797999858856201},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4390999972820282},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.40369999408721924}],"concepts":[{"id":"https://openalex.org/C153180980","wikidata":"https://www.wikidata.org/wiki/Q19776675","display_name":"Commit","level":2,"score":0.8172000050544739},{"id":"https://openalex.org/C95713431","wikidata":"https://www.wikidata.org/wiki/Q631425","display_name":"Vulnerability (computing)","level":2,"score":0.7265999913215637},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7124999761581421},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.6779999732971191},{"id":"https://openalex.org/C19768560","wikidata":"https://www.wikidata.org/wiki/Q320727","display_name":"Dependency (UML)","level":2,"score":0.5092999935150146},{"id":"https://openalex.org/C167063184","wikidata":"https://www.wikidata.org/wiki/Q1400839","display_name":"Vulnerability assessment","level":3,"score":0.4797999858856201},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4390999972820282},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.4302000105381012},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.40369999408721924},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.3880999982357025},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.36660000681877136},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.33390000462532043},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33180001378059387},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.3294999897480011},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2883000075817108},{"id":"https://openalex.org/C527648132","wikidata":"https://www.wikidata.org/wiki/Q189900","display_name":"Information security","level":2,"score":0.27230000495910645},{"id":"https://openalex.org/C137822555","wikidata":"https://www.wikidata.org/wiki/Q2587068","display_name":"Information sensitivity","level":2,"score":0.25029999017715454}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2604.24028","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.24028","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2604.24028","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.24028","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.471180260181427,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"The":[0],"utilization":[1],"of":[2,78,90,126,148],"third-party":[3],"open-source":[4,19],"libraries":[5,20],"is":[6,86],"widespread":[7],"in":[8,182,189],"modern":[9],"software":[10,47],"development.":[11],"Due":[12],"to":[13,25,41,49,62,140,165],"the":[14,29,45,71,93,114,119,127,146],"dependency":[15],"relationships,":[16],"vulnerabilities":[17,31],"within":[18],"pose":[21],"significant":[22],"security":[23],"threats":[24],"downstream":[26,46],"software.":[27],"However,":[28],"library":[30],"are":[32,109],"usually":[33],"implicitly":[34],"reported":[35],"and":[36,99,106,123,151,186],"patched,":[37],"without":[38],"explicit":[39],"notification":[40],"dependent":[42],"software,":[43],"leaving":[44],"vulnerable":[48],"potential":[50],"attacks.":[51],"Existing":[52],"research":[53],"efforts":[54],"primarily":[55],"focus":[56],"on":[57],"identifying":[58],"vulnerability":[59,94,149,152,183,190],"patches":[60],"according":[61],"bug":[63,97],"reports,":[64],"commit":[65,104],"messages,":[66],"or":[67],"code":[68,107],"changes,":[69],"overlooking":[70],"rich":[72],"semantic":[73,116,168],"connections":[74],"among":[75],"various":[76,88],"sources":[77,89],"information.":[79],"In":[80],"this":[81],"paper,":[82],"our":[83],"main":[84],"insight":[85],"that":[87,134,160,176],"information,":[91],"including":[92],"descriptions":[95],"(e.g.,":[96,103],"reports)":[98],"its":[100],"fixing":[101,124],"strategies":[102,125],"messages":[105],"changes),":[108],"highly":[110],"interconnected.":[111],"They":[112],"express":[113],"high-level":[115,167],"information":[117,169],"about":[118],"symptom,":[120],"root":[121],"cause":[122],"bugs.":[128],"Hence,":[129],"we":[130],"propose":[131],"an":[132,137],"approach":[133],"involves":[135],"training":[136],"AI":[138],"model":[139],"integrate":[141],"multiple":[142],"sources,":[143],"thus":[144],"enhancing":[145],"effectiveness":[147],"identification":[150,184],"type":[153,191],"classification.":[154],"We":[155],"introduce":[156],"VPFinder,":[157],"a":[158],"tool":[159],"utilizes":[161],"multi-head":[162],"attention":[163],"mechanisms":[164],"extract":[166],"from":[170],"diverse":[171],"sources.":[172],"Evaluation":[173],"results":[174],"demonstrate":[175],"VPFinder":[177],"achieves":[178],"remarkable":[179],"0.941":[180],"F1-score":[181,188],"task":[185],"0.610":[187],"classification":[192],"task,":[193],"outperforming":[194],"state-of-the-art":[195],"approaches":[196],"by":[197],"5.4%.":[198]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-04-29T00:00:00"}
