Main article:

• Explaining and Harnessing Adversarial Examples arxiv:1412.6572
• Intriguing properties of Neural Networks arxiv:1312.6199

Video on the same topic:

• Very interesting lecture by I. Goodfellow on youtube
  

Additional reading:

• Andrej Karpathy's blog post on breaking the convolutional neural networks