Unsupervised Environment Design

Explore the cutting-edge field of Unsupervised Environment Design (UED) in this 59-minute lecture delivered at the 2024 Cooperative AI Summer School. Delve into the research of Michael Dennis, a Research Scientist at DeepMind, as he discusses the automatic generation of environments for training reinforcement learning agents. Learn about the GenIE generative environment model, trained from unlabeled internet videos, and discover how UED is revolutionizing the creation of curricula for AI training. Gain insights into bridging the gap between classical decision theory and modern deep learning, drawing from Dennis's expertise developed during his Ph.D. at the Center for Human-Compatible AI at UC Berkeley.