Awesome Deep Fuzzing

A curated list of references to awesome machine learning-based approaches to fuzzing.

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Contents

• Supervised Learning
• Reinforcement Learning
• Seed Selection
• Testcase Generation

Supervised Learning

• (paywalled) LAFuzz: Neural Network for Efficient Fuzzing (2020)
• NEUZZ: Efficient Fuzzing with Neural Program Smoothing (2018)
• Not all bytes are equal: Neural byte sieve for fuzzing (2017)

Reinforcement Learning

• FuzzerGym: A Competitive Framework for Fuzzing and Learning (2018)
• Deep Reinforcement Fuzzing (2018)

Seed Selection

• NeuFuzz: Efficient Fuzzing With Deep Neural Network (2019)

Testcase Generation

• An Intelligent Fuzzing Data Generation Method Based on Deep Adversarial Learning (2019)
• Learn&Fuzz: Machine Learning for Input Fuzzing (2017)

Contribute

Contributions welcome!

License