adversarial-attack-method-based-on-iga
Neural Network Adversarial Attack Method Based on Improved Genetic Algorithm
https://github.com/huangyebiaoke/adversarial-attack-method-based-on-iga
Science Score: 67.0%
This score indicates how likely this project is to be science-related based on various indicators:
-
✓CITATION.cff file
Found CITATION.cff file -
✓codemeta.json file
Found codemeta.json file -
✓.zenodo.json file
Found .zenodo.json file -
✓DOI references
Found 1 DOI reference(s) in README -
✓Academic publication links
Links to: arxiv.org, plos.org -
○Academic email domains
-
○Institutional organization owner
-
○JOSS paper metadata
-
○Scientific vocabulary similarity
Low similarity (6.9%) to scientific vocabulary
Keywords
Repository
Neural Network Adversarial Attack Method Based on Improved Genetic Algorithm
Basic Info
Statistics
- Stars: 5
- Watchers: 1
- Forks: 0
- Open Issues: 0
- Releases: 2
Topics
Metadata Files
README.md
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
Owner
- Name: Dylan Yang
- Login: huangyebiaoke
- Kind: user
- Website: https://blog.madeai.cn
- Twitter: 1536711290M
- Repositories: 2
- Profile: https://github.com/huangyebiaoke
Citation (CITATION.cff)
cff-version: 1.2.0
message: "If you use the code or images provided in this repository, please cite this work as follows."
authors:
- family-names: Yang
given-names: Dingming
orcid: https://arxiv.org/abs/2110.01818
title: "Neural Network Adversarial Attack Method Based on Improved Genetic Algorithm"
version: 1.0.0
date-released: 2021-10-05