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Relevant papers

1. CYBERSECEVAL 3: Advancing the Evaluation of Cybersecurity Risks and Capabilities in Large Language Models

   2024 · Benchmark

2. From Sands to Mansions: Actionable, Customizable and Causality-Preserving Cyberattack Emulation with LLM-powered Symbolic Planning

   2024 · Dataset · System or technique

3. NYU CTF Bench: A Scalable Open-Source Benchmark Dataset for Evaluating LLMs in Offensive Security

   2024 · System or technique · Benchmark · Dataset

4. CyberSecEval 2: A Wide-Ranging Cybersecurity Evaluation Suite for Large Language Models

   2024 · Benchmark

5. LLM Agents can Autonomously Exploit One-day Vulnerabilities

   2024 · System or technique · Benchmark · Empirical study / experience

6. Fuzzing BusyBox: Leveraging LLM and Crash Reuse for Embedded Bug Unearthing

   2024 · System or technique · Empirical study / experience

7. An Empirical Evaluation of LLMs for Solving Offensive Security Challenges

   2024 · Empirical study / experience

8. Large Language Models are Edge-Case Generators: Crafting Unusual Programs for Fuzzing Deep Learning Libraries

   2024 · System or technique

9. Large Language Model guided Protocol Fuzzing

   2024 · System or technique

10. KernelGPT: Enhanced Kernel Fuzzing via Large Language Models

    2023 · System or technique

11. WhiteFox: White-Box Compiler Fuzzing Empowered by Large Language Models

    2023 · System or technique

12. LLMs as Hackers: Autonomous Linux Privilege Escalation Attacks

    2023 · System or technique · Benchmark · Empirical study / experience

13. Out of the Cage: How Stochastic Parrots Win in Cyber Security Environments

    2023 · System or technique · Benchmark

14. Getting pwn'd by AI: Penetration Testing with Large Language Models

    2023 · System or technique · Empirical study / experience

15. InterCode: Standardizing and Benchmarking Interactive Coding with Execution Feedback

    2023 · Benchmark

16. PentestGPT: Evaluating and Harnessing Large Language Models for Automated Penetration Testing

    2024 · System or technique · Benchmark · Empirical study / experience

17. IRIS: LLM-Assisted Static Analysis for Detecting Security Vulnerabilities

    2024 · System or technique · Dataset · Benchmark

18. LineVul: A Transformer-based Line-Level Vulnerability Prediction

    2022 · System or technique

19. Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks

    2019 · System or technique · Dataset

20. VulDeePecker: A Deep Learning-Based System for Vulnerability Detection

    2018 · System or technique · Dataset

21. μVulDeePecker: A Deep Learning-Based System for Multiclass Vulnerability Detection

    2019 · System or technique · Dataset

22. Fuzz4All: Universal Fuzzing with Large Language Models

    2024 · System or technique

23. LLM4Fuzz: Guided Fuzzing of Smart Contracts with Large Language Models

    2024 · System or technique

24. Prompt Fuzzing for Fuzz Driver Generation

    2024 · System or technique

25. Fixing Security Vulnerabilities with Agentic AI in OSS-Fuzz

    2026 · System or technique · Empirical study / experience