Direct Policy Gradients: Direct Optimization of Policies in Discrete Action Spaces

Guy Lorberbom, Chris J. Maddison, Nicolas Heess +2

Direct optimization is an appealing framework that replaces integration with optimization of a random objective for approximating gradients in models with discrete random variables…