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A curated list of awesome resources for adversarial examples in deep learning

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Awesome Adversarial Examples for Deep Learning

A list of amazing resources for adversarial examples in deep learning

Adversarial Examples for Machine Learning

Approaches for Generating Adversarial Examples in Deep Learning

Defenses for Adversarial Examples

Network Ditillation

Adversarial (Re)Training

Adversarial Detecting

Input Reconstruction

Classifier Robustifying

Network Verification

Others

Applications for Adversarial Examples

Reinforcement Learning

Generative Modelling

Semantic Segmentation

Object Detection

Scene Text Recognition

Reading Comprehension

Malware Detection

Speech Recognition

Transferability of Adversarial Examples

Analysis of Adversarial Examples

Tools

Cite this work

If you find this list useful for academic research, we would appreciate citations:

@article{yuan2017adversarial,
  title={Adversarial Examples: Attacks and Defenses for Deep Learning},
  author={Xiaoyong Yuan, Pan He, Qile Zhu, Xiaolin Li},
  journal={arXiv preprint arXiv:1712.07107},
  year={2017}
}

We will update recent studies in the list

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A curated list of awesome resources for adversarial examples in deep learning

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