Synthesizing Robust Adversarial Examples

3 code implementations • 24 Jul 2017 • Anish Athalye, Logan Engstrom, Andrew Ilyas, Kevin Kwok

We demonstrate the existence of robust 3D adversarial objects, and we present the first algorithm for synthesizing examples that are adversarial over a chosen distribution of transformations.

Opponent Modeling in Deep Reinforcement Learning

1 code implementation • 18 Sep 2016 • He He, Jordan Boyd-Graber, Kevin Kwok, Hal Daumé III

Opponent modeling is necessary in multi-agent settings where secondary agents with competing goals also adapt their strategies, yet it remains challenging because strategies interact with each other and change.

reinforcement-learning Reinforcement Learning (RL)