Collaborative Research: Variationally Stable Neural Networks for Simulation, Learning, and Experimental Design of Complex Physical Systems

This work focuses on development of new tools for quantitative accuracy estimation to broaden the applicability of DNNs and related simulation tools from error-tolerant applications (like social media and speech) to error-averse ones (predictive science).