Contains materials for workshops pertaining to adversarial robustness in deep learning.
Contains materials for workshops pertaining to adversarial robustness in deep learning.
The following things are covered -
Note that this repository is still in its nascent stage. Over time we will be adding more materials on improving performance with Smooth Adversarial Training [7], text-based attacks, and some notes on the interpretability aspects of adversarial robustness. Also, the materials presented here are solely meant for educational purposes and aren't meant to be used otherwise.
We provide Jupyter Notebooks to demonstrate the topics mentioned above. These notebook are fully runnable on Google Colab without any non-trivial configurations.
The notebooks are fully runnable on Google Colab. Here are the steps -