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Neural Network Adversarial Attack Method Based on Improved Genetic Algorithm

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Adversarial Attack Method Based on IGA

This repository contains the codes and experimental data for the paper: Dingming Yang, Zeyu Yu, Hongqiang Yuan & Yanrong Cui. (2021). An Improved Genetic Algorithm and Its Application in Neural Network Adversarial Attack.[paper] [arxiv] [code]

MNIST dataset analysis

Improved Genetic Algorithm

SGA, PSO, GWO, IGA

SGA, SGA with A1, SGA with A1+A2

The calculation method of convergence efficiency

Result

Citation

If you use the code, data or images provided in this repository, please cite this work as follows:

@misc{yang2021improved,
      title={An Improved Genetic Algorithm and Its Application in Neural Network Adversarial Attack}, 
      author={Dingming Yang and Zeyu Yu and Hongqiang Yuan and Yanrong Cui},
      year={2021},
      eprint={2110.01818},
      archivePrefix={arXiv},
      primaryClass={cs.NE}
}

Acknowledgement

License

GPL-3.0