repoGitHubTrust 82 · PrimaryPublished 1mo agoLive · 2d ago
huhusmang/Awesome-LLMs-for-Vulnerability-Detection
The community's most comprehensive, continuously-updated index of research on Large Language Models for software vulnerability detection — papers across function-level, repository-level, agentic, and smart-contract detection, plus datasets, benchmarks, and surveys.
Lineage graph
Paper → model → repo connections mined from source citations (Tier-1 exact match).
Why these links exist
Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.
- PossiblePossibly related (embedding) · 70%Words Speak Louder Than Code: Investigating Cognitive Heuristics in LLM-Based Code Vulnerability Detection →
- PossiblePossibly related (embedding) · 63%A Lifecycle and Application-Stack Survey of Large Language Model Vulnerabilities: Attacks, Risks, Defenses, and Open Problems →
- PossiblePossibly related (embedding) · 60%SWE-Doctor: Guiding Software Engineering Agents with Runtime Diagnosis from Multi-Faceted Bug Reproduction Tests →
- PossiblePossibly related (embedding) · 59%Revolutionizing software quality: new study explores large language models' pioneering role in defect detection - EurekAlert! →
- PossiblePossibly related (embedding) · 58%IEEE Rolls Out Large Language Models Virtual Training Course →
- PossiblePossibly related (embedding) · 60%FreeBSoD: Leveraging Language Models to Find and Exploit Kernel Bugs (Part 2 of 2) - Security Boulevard →
- PossiblePossibly related (embedding) · 53%LLM-Driven CI-CD Workflow Intelligence for Cyber Systems Engineering →
- PossiblePossibly related (embedding) · 52%Automated Compliance Mapping in Cloud Security with Domain-Adapted Sentence Transformers →
Implements
paperWords Speak Louder Than Code: Investigating Cognitive Heuristics in LLM-Based Code Vulnerability DetectionpaperA Lifecycle and Application-Stack Survey of Large Language Model Vulnerabilities: Attacks, Risks, Defenses, and Open ProblemspaperSWE-Doctor: Guiding Software Engineering Agents with Runtime Diagnosis from Multi-Faceted Bug Reproduction Tests
Covers
Covers (incoming)
newsFreeBSoD: Leveraging Language Models to Find and Exploit Kernel Bugs (Part 2 of 2) - Security BoulevardnewsRemediating Vulnerabilities With LLMs: Inside Ivanti's Automation Push - Dark ReadingnewsIntroducing Antares: Highly Efficient Open Weight AI Models for Vulnerability Localization - Cisco BlogsnewsCisco open-sources Antares AI models for vulnerability detection - Developer Tech NewsnewsBIND 9 Nine-CVE July Release: LLM Code Audits Push Monthly Security Patches - Tech Times
Implements (incoming)
paperLLM-Driven CI-CD Workflow Intelligence for Cyber Systems EngineeringpaperAutomated Compliance Mapping in Cloud Security with Domain-Adapted Sentence TransformerspaperWhen Local Monitors Miss Compositional Harm: Diagnosing Distributed Backdoors in Multi-Agent SystemspaperAgent Hacks Agent: Autoresearch for Production-Agent Red-TeamingpaperSilent Alarm: A J-Space Protocol for Comparing Danger Recognition Across Models and Quantization Levels
Related across the graph
paperAutomated Compliance Mapping in Cloud Security with Domain-Adapted Sentence TransformerspaperWhen Local Monitors Miss Compositional Harm: Diagnosing Distributed Backdoors in Multi-Agent SystemspaperWords Speak Louder Than Code: Investigating Cognitive Heuristics in LLM-Based Code Vulnerability DetectionnewsIntroducing Antares: Highly Efficient Open Weight AI Models for Vulnerability Localization - Cisco BlogsnewsRemediating Vulnerabilities With LLMs: Inside Ivanti's Automation Push - Dark ReadingpaperSilent Alarm: A J-Space Protocol for Comparing Danger Recognition Across Models and Quantization LevelsnewsFreeBSoD: Leveraging Language Models to Find and Exploit Kernel Bugs (Part 2 of 2) - Security BoulevardpaperAgent Hacks Agent: Autoresearch for Production-Agent Red-TeamingnewsIEEE Rolls Out Large Language Models Virtual Training CoursepaperLLM-Driven CI-CD Workflow Intelligence for Cyber Systems EngineeringpaperSWE-Doctor: Guiding Software Engineering Agents with Runtime Diagnosis from Multi-Faceted Bug Reproduction TestspaperA Lifecycle and Application-Stack Survey of Large Language Model Vulnerabilities: Attacks, Risks, Defenses, and Open ProblemsnewsCisco open-sources Antares AI models for vulnerability detection - Developer Tech NewsnewsBIND 9 Nine-CVE July Release: LLM Code Audits Push Monthly Security Patches - Tech TimesnewsRevolutionizing software quality: new study explores large language models' pioneering role in defect detection - EurekAlert!