Browse catalog

Relevant papers

1. CyberDual: AI Attackers versus AI Code Reviewers in Real-World Software Maintenance

   2026 · Benchmark

2. CyberArena: Benchmarking AI Agents in Live Symmetric Attack-and-Defense Combat

   2026 · Benchmark

3. CheckerBench: Can Long-Horizon Agents Synthesize Static-Analysis Checkers?

   2026 · Benchmark

4. KaliBench: A Fine-Grained Benchmark for Cybersecurity Tool Use on Kali Linux with Runtime-Free Verifiable Rewards

   2026 · Benchmark · Dataset

5. CyberPersistBench: Evaluating LLM-Based Cyber Attackers on Installation and Persistence

   2026 · Benchmark

6. Where Cyber Agents Struggle: Bottleneck Analysis of Multi-Stage LLM Agents

   2026 · Empirical study / experience

7. Rouxii: Exploiting Honeypots with Deception-Aware AI Pentesters

   2026 · System or technique · Empirical study / experience

8. MobileCybench: Evaluating Agent Vulnerability Discovery via Executable Probes

   2026 · Benchmark

9. Auditing in the age of (good enough) AI

   2026 · Empirical study / experience

10. PentestChain: A Cost-Aware, MCP-Orchestrated Framework for Automated Penetration Testing with Free-Tier LLMs

    2026 · System or technique

11. Automating Attack Graph Construction for Agentic Pentesting. Towards Neuro-Symbolic Vulnerability Hunting

    2026 · System or technique

12. Beltdown: Escaping the Claude Code sandbox

    2026 · Empirical study / experience

13. LLM-Based Agents for Cybersecurity: A Systematic Review of Architectures, Applications, and Open Challenges

    2026 · Survey / review

14. PrivEscalate: Measuring and Augmenting the Threat of LLM-Automated Linux Privilege Escalation

    2026 · Benchmark · System or technique

15. VEX-Bench: Benchmarking LLM Agents for Assessing Exploitability of Software Supply Chain Vulnerabilities

    2026 · Benchmark

16. How River takes security work from a fix to merge

    2026 · System or technique

17. Booz Allen Cyber Weapon Index

    2026 · Benchmark

18. FuzzingBrain-Bench V1: Evaluating Open-Ended Bug Discovery by LLMs

    2026 · Benchmark

19. Patterns and problems in emerging multiagent systems

    2026 · Empirical study / experience

20. Large language models-driven fuzzing: A systematic survey

    2026 · Survey / review

21. Stronger with every update: How we’re making Chrome and the web safer in the AI Era

    2026 · Empirical study / experience

22. SecRespond: Benchmarking AI Agents for Real-World Post-Compromise Incident Response

    2026 · Benchmark

23. StealthBench: Measuring Operational Stealth in Autonomous Offensive-Security Agents

    2026 · Benchmark

24. Baselines Before Architecture: Evaluating Coding Agents for Autonomous Penetration Testing

    2026 · Empirical study / experience

25. ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents

    2026 · Benchmark