Lifelong Policy Gradient Learning of Factored Policies for Faster Training Without Forgetting Jorge A. Mendez

Policy gradient methods have shown success in learning control policies for high-dimensional dynamical systems. Their biggest downside is the amount of exploration they require before yielding high-performing policies.