A physics-aware, probabilistic machine learning framework for coarse-graining high-dimensional systems in the Small Data regime

Constantin Grigo, Phaedon-Stelios Koutsourelakis

The automated construction of coarse-grained models represents a pivotal component in computer simulation of physical systems and is a key enabler in various analysis and design ta…