Curiosity Curiosity-driven Exploration by Self-supervised Prediction ICML'17 Citation 1007 PDF HIGHLIGHT The paper proposes ICM. The pioneer of curiosity. EXPLORATION BY RANDOM NETWORK DISTILLATION ICLR'19 Citation 235 PDF HIGHLIGHT Go-Explore: a New Approach for Hard-Exploration Problems Citation 155 PDF HIGHLIGHT The paper is aim to solving hard-exploration problem. The agent would go to uncertaint state and explore directly. First return then explore PDF HIGHLIGHT Github Code Large-Scale Study of Curiosity-Driven Learning ICLR'19 Citation 283 PDF HIGHLIGHT The paper find out an big issue of intrinsic curiosity: the noisy TV problem. NOISY NETWORKS FOR EXPLORATION ICLR'18 Citation 406 PDF HIGHLIGHT DYNAMICS-AWARE UNSUPERVISED DISCOVERY OF SKILLS ICLR'20 PDF HIGHLIGHT Episodic Curiosity through Reachability ICLR'19 Citation 96 PDF HIGHLIGHT Self-Supervised Exploration via Disagreement ICML'19 PDF HIGHLIGHT Github Code Reference 深度强化学习中的探索策略总结 Curiosity-Driven Learning with OpenAI and Keras