Author

Joseph Gardiner

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Preprint Aug 2026

NeuronFuzz: Safety Neuron Guided Fuzzing for LLM Safety Evaluation

NeuronFuzz is presented, a white-box fuzzing framework that exploits internal safety neurons as continuous execution feedback for LLM safety evaluation and achieves a 76-100% jailbreak discovery rate, outperforming baselines by up to 48 percentage points.

Zhiyuan Xu, Muhammad Firhard Roslan, Joseph Gardiner et al. · 0 citations