How to Stay Curious while Avoiding Noisy TVs using Aleatoric Uncertainty Estimation

Augustine N. Mavor-Parker, Kimberly A. Young, Caswell Barry +1

Exploration in environments with sparse rewards is difficult for artificial agents. Curiosity driven learning -- using feed-forward prediction errors as intrinsic rewards -- has ac…