Differentiable neural network representation of multi-well, locally-convex potentials

Reese E. Jones, Adrian Buganza Tepole, Jan N. Fuhg

Multi-well potentials are ubiquitous in science, modeling phenomena such as phase transitions, dynamic instabilities, and multimodal behavior across physics, chemistry, and biology…