Adaptive Partitioning and Learning for Stochastic Control of Diffusion Processes

Hanqing Jin, Renyuan Xu, Yanzhao Yang

We study reinforcement learning for controlled diffusion processes with unbounded continuous state spaces, bounded continuous actions, and polynomially growing rewards: settings th…