DreamerV3

DreamerV3

Mastering diverse domains through world models

Description

RL algorithms need retuned hyperparameters for every new task, generalizing poorly. DreamerV3 is a general reinforcement learning algorithm based on world models that masters diverse domains with one set of hyperparameters.

It was the first to collect diamonds in Minecraft from scratch without human data, published in Nature.

Features



General:One hyperparameter set.

World model:Learns in imagination.

Minecraft:Diamonds from scratch.

JAX:Efficient.