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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Jatin Manoj Mudiraj

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Open access Jul 2026

AttackLogGen: Benchmarking LLMs for generating attack logs

Evaluation across semantic similarity, distributional consistency, discriminability tests, and structural fidelity shows that LLM-generated logs—particularly using GPT-4o-mini, closely approximate real MHMS activity, enabling safe and scalable experimentation for intrusion-detection research.

Ajeet Kumar, Jatin Manoj Mudiraj, Geeta Yadav · 0 citations

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