Ask HN: What are some approaches to combining symbolic AI with deep learning?

I'm starting a Masters in CS soon and I'd like to explore ideas that combine old school AI (for e.g. symbolic reasoning) with the modern probabilistic approaches (neural networks).

Would anyone in the field be kind enough to provide a brief overview of what is happening at this intersection with paper suggestions for further reading?