I am currently working on physics-informed ML models for accelerating DFT calculations and am broadly interested in ML PDE solvers. Overall, I think physics-informed ML (not just PINNs) will be very impactful for computationally heavy science and engineering simulations. Nvidia and Ansys already have "AI" acceleration for their sims.