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Relevant papers

1. CritBench: A Framework for Evaluating Cybersecurity Capabilities of Large Language Models in IEC 61850 Digital Substation Environments

   2026 · Benchmark

2. A Multi-Agent Framework for Automated Exploit Generation with Constraint-Guided Comprehension and Reflection

   2026 · System or technique

3. Vulnerability datasets for software security: A survey of existing resources, challenges, and future directions

   2026 · Survey / review

4. Bridging Code Property Graphs and Language Models for Program Analysis

   2026 · System or technique

5. STRIATUM-CTF: A Protocol-Driven Agentic Framework for General-Purpose CTF Solving

   2026 · System or technique

6. Towards Reliable Local Security Agents: Verifiable Post-Training for Linux Privilege Escalation

   2026 · System or technique

7. EVMbench: Evaluating AI Agents on Smart Contract Security

   2026 · Benchmark · Dataset

8. AWE: Adaptive Agents for Dynamic Web Penetration Testing

   2026 · System or technique

9. Quantifying Frontier LLM Capabilities for Container Sandbox Escape

   2026 · Benchmark

10. ICSSPulse: A Modular LLM-Assisted Platform for Industrial Control System Penetration Testing

    2026 · System or technique

11. We proactively fixed ~100 security issues in 6 days with 0 humans

    2026 · System or technique

12. SoK: DARPA's AI Cyber Challenge (AIxCC): Competition Design, Architectures, and Lessons Learned

    2026 · Survey / review

13. Capture the Flags: Family-Based Evaluation of Agentic LLMs via Semantics-Preserving Transformations

    2026 · Benchmark · System or technique

14. CVE-Factory: Scaling Expert-Level Agentic Tasks for Code Security Vulnerability

    2026 · System or technique · Benchmark · Dataset

15. Sifting the Noise: A Comparative Study of LLM Agents in Vulnerability False Positive Filtering

    2026 · Empirical study / experience

16. LLM-based Vulnerability Detection at Project Scale: An Empirical Study

    2026 · Empirical study / experience

17. RvB: Automating AI System Hardening via Iterative Red-Blue Games

    2026 · System or technique

18. PatchIsland: Orchestration of LLM Agents for Continuous Vulnerability Repair

    2026 · System or technique

19. From Transactions to Exploits: Automated PoC Synthesis for Real-World DeFi Attacks

    2026 · System or technique

20. SmartOracle -- An Agentic Approach to Mitigate Noise in Differential Oracles

    2026 · System or technique

21. AttackMate: Realistic Emulation and Automation of Cyber Attack Scenarios Across the Kill Chain

    2026 · System or technique

22. Multi-Agent Taint Specification Extraction for Vulnerability Detection

    2026 · System or technique

23. PenForge: On-the-Fly Expert Agent Construction for Automated Penetration Testing

    2026 · System or technique

24. Towards Compositional Generalization in LLMs for Smart Contract Security: A Case Study on Reentrancy Vulnerabilities

    2026 · System or technique · Dataset

25. PentestEval: Benchmarking LLM-based Penetration Testing with Modular and Stage-Level Design

    2025 · Benchmark