This artifact is associated with the paper “The Havoc Paradox in Generator-Based Fuzzing.” It contains the implementation of various fuzzing techniques discussed in the paper, along with benchmarks, experimental data, and analysis scripts that support the findings regarding the havoc effect in generator-based fuzzing. The artifact enables the reproduction of all results demonstrating how different mutation strategies affect the performance of generator-based fuzzing techniques.
Li et al. (2025) studied this question.