It would seem like there is still ample space to study the application of neural networks to register allocation. [2] They already gave pretty good results to branch prediction. [3]
What are your thoughts on the application of NN for RA and how would you structure the training set?
[1] http://incompleteideas.net/IncIdeas/BitterLesson.html
[2] https://www.semanticscholar.org/paper/Real-time-physical-reg... I haven't read the paper, just found in a quick search.