I am a Ph.D. candidate advised by Prof. Chongjie Zhang, at Institute for Interdisciplinary Information Sciences (IIIS), Tsinghua University, headed by Prof. Andrew Yao. My research interests include Reinforcement Learning and Deep Learning. My main goal is to improve the sample-efficiency of reinforcement learning via efficient representation learning, episodic control, and model-based approaches.