Darren K. Emge

Kernearl-Based Lifelong Policy Gradient Reinforcement Learning

Policy gradient methods have been widely used in reinforcement learning (RL), especially thanks to their facility to handle continuous state spaces, strong convergence guarantees, and low-complexity updates. Training of the methods for individual tasks, however, can still be taxing in terms of the l…