1.1k citations · 1.4k across the 8 of their papers we have counts for
4 papers · 1 filter
Unrestricted Adversarial Examples
Tom B. Brown, Nicholas Carlini, Chiyuan Zhang +3
We introduce a two-player contest for evaluating the safety and robustness of machine learning systems, with a large prize pool. Unlike most prior work in ML robustness, which stud…
A Study on Overfitting in Deep Reinforcement Learning
Chiyuan Zhang, Oriol Vinyals, Remi Munos +1
Recent years have witnessed significant progresses in deep Reinforcement Learning (RL). Empowered with large scale neural networks, carefully designed architectures, novel training…
Machine Theory of Mind
Neil C. Rabinowitz, Frank Perbet, H. Francis Song +3
Theory of mind (ToM; Premack & Woodruff, 1978) broadly refers to humans' ability to represent the mental states of others, including their desires, beliefs, and intentions. We prop…
Theory of Deep Learning IIb: Optimization Properties of SGD
Chiyuan Zhang, Qianli Liao, Alexander Rakhlin +3
In Theory IIb we characterize with a mix of theory and experiments the optimization of deep convolutional networks by Stochastic Gradient Descent. The main new result in this paper…