DQN with model-based exploration: efficient learning on environments with sparse rewards

Stephen Zhen Gou, Yuyang Liu

We propose Deep Q-Networks (DQN) with model-based exploration, an algorithm combining both model-free and model-based approaches that explores better and learns environments with s…