Flipping Coins to Estimate Pseudocounts for Exploration in Reinforcement Learning

Sam Lobel, Akhil Bagaria, George Konidaris

Abstract: We propose a new method for count-based exploration in high-dimensional state spaces. Unlike previous work which relies on density models, we show that counts can be derived by averaging samples fr...