Simple Statistical Gradient-Following Algorithms for Connectionist Reinforcement Learning

Abstract

This article presents a general class of associative reinforcement learning algorithms for connectionist networks containing stochastic units. These algorithms, called REINFORCE algorithms, are shown to make weight adjustments in a direction that lies along the...