What is the current status of ongoing research on machine learning based ab intio calculation for solid state physics? Useful references of important works or reviews will be very helpful.
I highly recommend you to check out work from Michele Ceriotti's group. He's from EPFL and quite productive in the field of ML in atomistic simulations.
Here are a few example publications to check out:
Article Unsupervised machine learning in atomistic simulations, betw...
Article Machine Learning Unifies the Modelling of Materials and Molecules
Article Transferable Machine-Learning Model of the Electron Density
Article Machine Learning for the Structure-Energy-Property Landscape...