Never Give Up: Learning Directed Exploration Strategies

Adrià Puigdomènech Badia, Pablo Sprechmann, Alex Vitvitskyi +8

We propose a reinforcement learning agent to solve hard exploration games by learning a range of directed exploratory policies. We construct an episodic memory-based intrinsic rewa…