This year, I’ve been working on representing electronic wave functions with neural networks: https://arxiv.org/abs/1909.08423 I come from a physics background, and my impression is that NNs are a cool computational tool that every computational physicist probably should have in their toolbox (at least having a sense of their capability). But so far I haven’t seen any truly revolutionary advance with NNs acrose the whole of materials science.