Deep Learning Security Papers

December 29, 2016

Update (1/1/2017): I will not be updating this page and instead will make all updates to this page: The Definitive Security Data Science and Machine Learning Guide (see Deep Learning and Security Papers section).

This is another quick post. Over the past few months I started researching deep learning to determine if it may be useful for solving security problems. This post on The Unreasonable Effectiveness of Recurrent Neural Networks was what got me interested in this topic, and I highly recommend reading it in its entirety.

Throughout this research, I came across several security related academic and professional research papers on security topics that use Deep Learning as part of their research. What follows is a list of the papers/slides/videos that I found, and these may be useful to others. If you have others that you think should be added to this list, please ping me: @jason_trost.

Deep Learning Papers on Security

Deep Learning Presentations on Security

Security Machine Learning Resources:

General Deep Learning Resources: