Papers by Daksh Dave
From Capabilities to Performance: Evaluating Key Functional Properties of LLM Architectures in Penetration Testing (2025.emnlp-main)
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| Challenge: | Large Language Models (LLMs) have been explored for automating or enhancing penetration testing tasks, but their effectiveness and reliability remain open questions. |
| Approach: | They evaluate multiple LLM-based agents across realistic penetration testing scenarios . they also examine impact of core functional capabilities on agent success . |
| Outcome: | The proposed models improve agent performance in multi-step and real-time penetration testing scenarios. |