BYOL-Explore: Exploration by Bootstrapped Prediction

Achieves superhuman performance on the ten hardest exploration games in Atari while having a much simpler design than other competitive agents.

BYOL-Explore is an effective and general approach for curiosity-driven exploration in visually-complex environments. It achieves superhuman performance on the ten hardest exploration games in Atari with a simpler design than other competitive agents. Implementing BYOL-Explore can improve exploration and learning in business operations that rely on visually-complex environments.