EnIGMA: Interactive Tools Substantially Assist LM Agents in Finding Security Vulnerabilities

Talor Abramovich, Meet Udeshi, Minghao Shao, K. Lieret, Haoran Xi +11 more
2/14/2026

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@article{abramovich2026enigma,
  title  = {EnIGMA: Interactive Tools Substantially Assist LM Agents in Finding Security Vulnerabilities},
  author = {Talor Abramovich and Meet Udeshi and Minghao Shao and K. Lieret and Haoran Xi and Kimberly Milner and Sofija Jancheska and John Yang and Carlos E. Jimenez and F. Khorrami and P. Krishnamurthy and Brendan Dolan-Gavitt and Muhammad Shafique and Karthik R. Narasimhan and Ramesh Karri and Ofir Press},
  year   = {2026},
  url    = {https://api.semanticscholar.org/CorpusID:86e06210e48208890f9b9da79938e518bc182eef},
  journal = {ICML 2025 2025}
}

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