Rohin Shah and Micah Carroll publish “Collaborating with Humans Requires Understanding Them”

02 Nov 2019

CHAI PhD student Rohin Shah and intern Micah Carroll wrote a post on human-AI collaboration on the Berkeley AI Research Blog.

The article, titled “Collaborating with Humans Requires Understanding Them,” is based on the paper “On the Utility of Learning about Humans for Human-AI Coordination.” They explore whether self-play, in which AI train by playing against themselves, is a good algorithm to use to create agents that can collaborate with human players. They use a simplified version of the game Overcooked to test AI agents in an environment that requires challenging coordination. They find that it is important to model humans; even using a naive human model leads to significant improvements over self-play when playing with humans.