May 19, 2020
Identifying Statistical Bias in Dataset Replication
Statistical bias in dataset reproduction studies can lead to skewed outcomes and observations.
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.
