Abstract: AI holds the promise of alleviating the negative impact of chronic disease, and mental health by scaling human effort over time and space. Four in ten adults in the US have two or more chronic illnesses, and one in five experiences a mental illness. The urgent need to manage these conditions calls for robust and reliable…

Abstract: Advances in simulation and scientific machine learning have made computation an engine of discovery. For increasingly complex physical systems, however, computational scale and model expressiveness alone may not suffice for faithful simulation, exploration, and inverse design. General-purpose representations often…