A reading survey on adversarial machine learning: Adversarial attacks and their understanding

Understand

Deep Learning has empowered us to train neural networks for complex data with high performance.

• However, with the growing research, several vulnerabilities in neural networks have been exposed.
• A particular branch of research, Adversarial Machine Learning, exploits and understands some of the vulnerabilities that cause the neural networks to misclassify for near original input.
• A class of algorithms called adversarial attacks is proposed to make the neural networks misclassify for various tasks in different domains.