Pontryagin-Guided Policy Optimization for Merton's Portfolio Problem

Jeonggyu Huh, Jaegi Jeon

We present a Pontryagin-Guided Direct Policy Optimization (PG-DPO) framework for Merton's portfolio problem, unifying modern neural-network-based policy parameterization with the a…