Before revision:  We describe how the ESN can form the basis for novel ( and computationally efficient ) reinforcement learning algorithms in a non-Markovian framework.
After revision:  We describe how the ESN can form the basis for novel and computationally efficient ) reinforcement learning algorithms in a non-Markovian framework.