Scaling Up Reinforcement Learning for Traffic Smoothing

Koala: A Dialogue Model for Academic Research

Can We Learn the Language of Proteins? (2019)

The Berkeley Crossword Solver

The Surprising Effectiveness of PPO in Cooperative Multi-Agent Games

Does GPT-2 Know Your Phone Number?

Learning State Abstractions for Long-Horizon Planning

Reinforcement learning is supervised learning on optimized data

Decentralized Reinforcement Learning

Sample Efficient Evolutionary Algorithm for Analog Circuit Design

Large-Scale Long-Tailed Recognition in an Open World

End-to-End Deep Reinforcement Learning Without Reward Engineering

The Emergence of a Fovea While Learning to Attend

Robots That Learn to Use Improvised Tools

An Open Source Tool for Scaling Multi-Agent Reinforcement Learning

Visual Model-Based Reinforcement Learning as a Path Towards Generalist Robots

Drilling Down on Depth Sensing and Deep Learning

Learning Acrobatics by Watching YouTube

One-Shot Imitation from Watching Videos

Delayed Impact of Fair Machine Learning

TDM: From Model-Free to Model-Based Deep Reinforcement Learning

Towards a Virtual Stuntman

Kernel Feature Selection via Conditional Covariance Minimization

Model-Based Reinforcement Learning with Neural Network Dynamics

Learning Diverse Skills via Maximum Entropy Deep Reinforcement Learning

How to Escape Saddle Points Efficiently