Gu Wang

Continuous Policy and Value Iteration for Stochastic Control Problems with Inhomogeneous Synchronous Coupling

We propose a continuous policy-value iteration framework for infinite-horizon stochastic control problems, in which the policy evolves through Langevin-type dynamics driven by the gradient of the in-homogeneous Hamiltonian, while the value function is updated simultaneously and continuously along the iteration, avoidin...