A systematic review of fuzzing based on machine learning techniques

4 August 2019

Papers citing "A systematic review of fuzzing based on machine learning techniques"

23 / 23 papers shown

Title
A Survey of Fuzzing Open-Source Operating Systems Kun Hu Qicai Chen Zilong Lu Wenzhuo Zhang Bihuan Chen You Lu Haowen Jiang Bingkun Sun Xin Peng Wenyun Zhao 98 0 0 21 Feb 2025
SoK: Where to Fuzz? Assessing Target Selection Methods in Directed Fuzzing Felix Weissberg Jonas Moller Tom Ganz Erik Imgrund Lukas Pirch Lukas Seidel Moritz Schloegel Thorsten Eisenhofer Konrad Rieck 152 4 0 12 Feb 2025
MEUZZ: Smart Seed Scheduling for Hybrid Fuzzing Yaohui Chen Mansour Ahmadi Reza Mirzazade Farkhani Boyu Wang Long Lu 46 47 0 20 Feb 2020
Montage: A Neural Network Language Model-Guided JavaScript Engine Fuzzer Suyoung Lee HyungSeok Han S. Cha Sooel Son 71 88 0 13 Jan 2020
Learning-Guided Network Fuzzing for Testing Cyber-Physical System Defences Yuqi Chen Christopher M. Poskitt Jun Sun Sridhar Adepu Fan Zhang 43 55 0 12 Sep 2019
Side-Channel Aware Fuzzing Philip Sperl Konstantin Böttinger 34 7 0 14 Aug 2019
Optimizing seed inputs in fuzzing with machine learning Liang Cheng Yang Zhang Yi Zhang Chen Henry Wu Zhangtan Li Yu Fu Haisheng Li 33 21 0 07 Feb 2019
V-Fuzz: Vulnerability-Oriented Evolutionary Fuzzing Yuwei Li S. Ji Chenyang Lv Yuan Chen Jianhai Chen Qinchen Gu Chunming Wu 52 49 0 04 Jan 2019
Recurrent Neural Networks for Fuzz Testing Web Browsers Martin Sablotny B. S. Jensen Chris W. Johnson 62 9 0 12 Dec 2018
Improving Grey-Box Fuzzing by Modeling Program Behavior Siddharth Karamcheti Gideon Mann David S. Rosenberg 33 5 0 21 Nov 2018
Adaptive Grey-Box Fuzz-Testing with Thompson Sampling Siddharth Karamcheti Gideon Mann David S. Rosenberg 35 36 0 24 Aug 2018
FuzzerGym: A Competitive Framework for Fuzzing and Learning W. Drozd Michael D. Wagner 56 32 0 19 Jul 2018
NEUZZ: Efficient Fuzzing with Neural Program Smoothing Dongdong She Kexin Pei Dave Epstein Junfeng Yang Baishakhi Ray Suman Jana 69 185 0 15 Jul 2018
SmartSeed: Smart Seed Generation for Efficient Fuzzing Chenyang Lv S. Ji Yuwei Li Junfeng Zhou Jianhai Chen Jing Chen 55 36 0 07 Jul 2018
Angora: Efficient Fuzzing by Principled Search Peng Chen Hao Chen 43 541 0 04 Mar 2018
Deep Reinforcement Fuzzing Konstantin Böttinger Patrice Godefroid Rishabh Singh 39 116 0 14 Jan 2018
Not all bytes are equal: Neural byte sieve for fuzzing Mohit Rajpal W. Blum Rishabh Singh 72 120 0 10 Nov 2017
Faster Fuzzing: Reinitialization with Deep Neural Models Nicole Nichols Mark Raugas Robert J. Jasper Nathan Hilliard 55 30 0 08 Nov 2017
Learn&Fuzz: Machine Learning for Input Fuzzing Patrice Godefroid Hila Peleg Rishabh Singh AAML 93 373 0 25 Jan 2017
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 686 29,183 0 09 Sep 2016
Generative Adversarial Networks Ian Goodfellow Jean Pouget-Abadie M. Berk Mirza Bing Xu David Warde-Farley Sherjil Ozair Aaron Courville Yoshua Bengio GAN 148 2,198 0 10 Jun 2014
word2vec Explained: deriving Mikolov et al.'s negative-sampling word-embedding method Yoav Goldberg Omer Levy SSL 81 1,611 0 15 Feb 2014
Playing Atari with Deep Reinforcement Learning Volodymyr Mnih Koray Kavukcuoglu David Silver Alex Graves Ioannis Antonoglou Daan Wierstra Martin Riedmiller 134 12,272 0 19 Dec 2013