PNS: Population-Guided Novelty Search for Reinforcement Learning in Hard Exploration Environments

Qihao Liu, Yujia Wang, Xiaofeng Liu

Reinforcement Learning (RL) has made remarkable achievements, but it still suffers from inadequate exploration strategies, sparse reward signals, and deceptive reward functions. To…