Martín Arjovsky

Never Give Up: Learning Directed Exploration Strategies

2020 · arXiv (Cornell University)

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 reward using k-nearest neighbors over the agent's recent experience to …