DEQuify your force field: Towards efficient simulations using deep equilibrium models
We speed up molcular dynamics simulations by focusing the temporal structure of the problem. We reuse intermediate latents from the previous prediction step, by turning a state of the art architecture into a deep equilibrium model. Our method is faster, more accurate, and uses fewer parameters than the original model.