Curiosity

Curiosity-driven Exploration by Self-supervised Prediction

ICML'17

Citation 1007

The paper proposes ICM. The pioneer of curiosity.

EXPLORATION BY RANDOM NETWORK DISTILLATION

ICLR'19

Citation 235

Go-Explore: a New Approach for Hard-Exploration Problems

Citation 155

The paper is aim to solving hard-exploration problem. The agent would go to uncertaint state and explore directly.

First return then explore

Large-Scale Study of Curiosity-Driven Learning

ICLR'19

Citation 283

The paper find out an big issue of intrinsic curiosity: the noisy TV problem.

NOISY NETWORKS FOR EXPLORATION

ICLR'18

Citation 406

DYNAMICS-AWARE UNSUPERVISED DISCOVERY OF SKILLS

ICLR'20

Episodic Curiosity through Reachability

ICLR'19

Citation 96

Self-Supervised Exploration via Disagreement

ICML'19

Reference