Jun 6, 2019
Robustness Beyond Security: Computer Vision Applications
An off-the-shelf robust classifier can be used to perform a range of computer vision tasks beyond classification.
Jun 3, 2019
Robustness Beyond Security: Representation Learning
Representations induced by robust models align better with human perception, and allow for a number of downstream applications.
May 6, 2019
Adversarial Examples Are Not Bugs, They Are Features
A new perspective on adversarial perturbations
Apr 30, 2019
A Closer Look at Deep Policy Gradients (Part 3: Landscapes and Trust Regions)
In the second part of our analysis, we examine gradient estimate quality and the value function as a variance reducing baseline.
Nov 30, 2018
A Closer Look at Deep Policy Gradients (Part 2: Gradients and Values)
In the second part of our analysis, we examine gradient estimate quality and the value function as a variance reducing baseline.
Nov 30, 2018
A Closer Look at Deep Policy Gradients (Part 1: Intro)
An introduction to policy gradient methods, kicking off our 3-part analysis.
Nov 26, 2018
How does Batch Normalization Help Optimization?
An closer look at one of the most popular techniques in modern deep learning.
Aug 10, 2018
Training Robust Classifiers (Part 2)
A robust optimization perspective on training robust models.
