Judea Pearl sees a way out of the winter.
https://www.theatlantic.com/technology/archive/2018/05/machi...
https://www.theatlantic.com/technology/archive/2018/05/machi...
Things like this reinforcement learner for theorem proving are pretty exciting possibilities. https://arxiv.org/pdf/1805.07563v1.pdf