Accelerating KMC using Autoregressive ML models

[u/low-key-2]

I recently started my PhD, I have a good background in Atomistic Simulations, ML-interatomic potentials, and basic Material Science. I have no idea about Kinetic Monte-Carlo, or autoregressive ML algorithms. My PhD project is mostly on accelerating KMC using ML but there are only few papers and researchers working on this topic. And my domain expertise is also very less. By any chance can someone motivate me with how can proceed with this situation ? If there are any researchers working on this, I am very much happy to connect with you. I am posting it here because the motivation for my project derives from a Chemical Engineering problem in Electrochemical Flow reactors. I cannot share much on this at the moment. But yeah it is so!