Supplementing neural reinforcement learning with symbolic methods: Possibilities and challenges

Several different ways of using symbolic methods to improve reinforcement learning are identified and discussed in some detail. Each demonstrates to some extent the advantages of combining reinforcement learning and symbolic methods. These methods point to the potentials and the challenges of this line of research.