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awesome-adversarial-examples-dl

A curated list of awesome resources for adversarial examples in deep learning
https://github.com/chbrian/awesome-adversarial-examples-dl

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Adversarial Examples for Machine Learning
Defenses for Adversarial Examples
Applications for Adversarial Examples
Approaches for Generating Adversarial Examples in Deep Learning
- Intriguing properties of neural networks
- Explaining and harnessing adversarial examples
- Deep neural networks are easily fooled: High confidence predictions for unrecognizable images
- Adversarial examples in the physical world
- Adversarial diversity and hard positive generation
- Adversarial manipulation of deep representations
- Deepfool: a simple and accurate method to fool deep neural networks - Dezfooli, Seyed-Mohsen, Alhussein Fawzi, and Pascal Frossard. Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 2016.
- Universal adversarial perturbations - Dezfooli, Seyed-Mohsen, et al. IEEE Conference on Computer Vision and Pattern Recognition (CVPR). 2017.
- Towards evaluating the robustness of neural networks
- Machine Learning as an Adversarial Service: Learning Black-Box Adversarial Examples
- Zoo: Zeroth order optimization based black-box attacks to deep neural networks without training substitute models - Yu, et al. 10th ACM Workshop on Artificial Intelligence and Security (AISEC) with the 24th ACM Conference on Computer and Communications Security (CCS). 2017.
- Ground-Truth Adversarial Examples
- Generating Natural Adversarial Examples
- Obfuscated Gradients Give a False Sense of Security: Circumventing Defenses to Adversarial Examples
- Adversarial Attacks and Defences Competition
- The limitations of deep learning in adversarial settings
- The limitations of deep learning in adversarial settings
Transferability of Adversarial Examples
- Speech Recognition
  - Transferability in machine learning: from phenomena to black-box attacks using adversarial samples
  - Delving into transferable adversarial examples and black-box attacks
Analysis of Adversarial Examples
- Speech Recognition
Tools
- Speech Recognition

Categories

Adversarial Examples for Machine Learning 229 Defenses for Adversarial Examples 73 Applications for Adversarial Examples 65 Approaches for Generating Adversarial Examples in Deep Learning 17 Analysis of Adversarial Examples 8 Tools 3 Transferability of Adversarial Examples 2

Sub Categories

Network Verification 51 Malware Detection 49 Speech Recognition 16 Adversarial Detecting 8 Semantic Segmentation 5 Adversarial (Re)Training 5 Input Reconstruction 3 Network Ditillation 2 Reading Comprehension 2 Reinforcement Learning 2 Generative Modelling 2 Classifier Robustifying 2 Others 2 Scene Text Recognition 1 Object Detection 1