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YOPO_reproduce

Reproduce works of "You Only Propagate Once: Accelerating Adversarial Training via Maximal Principle" .

Prerequisites

  • PyTorch 1.0.1
  • Python 3
  • easydict

How to run the code

PGD training:

python MNIST/train_pgd.py

YOPO training

python MNIST/train.py

Cite

@article{zhang2019you,
  title={You Only Propagate Once: Accelerating Adversarial Training via Maximal Principle},
  author={Zhang, Dinghuai and Zhang, Tianyuan and Lu, Yiping and Zhu, Zhanxing and Dong, Bin},
  journal={arXiv preprint arXiv:1905.00877},
  year={2019}
}

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Reproduce works from "You Only Propagate Once: Accelerating Adversarial Training via Maximal Principle"

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