Exploration versus exploitation in reinforcement learning: a stochastic control approach

Haoran Wang, Thaleia Zariphopoulou, Xunyu Zhou

We consider reinforcement learning (RL) in continuous time and study the problem of achieving the best trade-off between exploration of a black box environment and exploitation of…