The optimistic exploration value function

The paper presents an approach that uses optimistic initialization and scalarized multi-objective learning to facilitate exploration in the context of model-free reinforcement learning. In contrast to existing optimistic intialization approaches, the approach introduces an extra value function, whic... View More