n Super-human agent on a competitive game, enabled by

n Reinforcement learning

n Self-play

n Enough computation

n Cooperation emerges

OpenAI’s 1v1 Dota [2017] and 5v5 [2018]

Pieter Abbeel --UC Berkeley | Gradescope| Covariant.AI