no code implementations • 15 Feb 2022 • Jichao Li, Xiaosong Du, Joaquim R. R. A. Martins
We review the applications of ML in ASO to date and provide a perspective on the state-of-the-art and future directions.
2 code implementations • 14 Dec 2021 • Thomas O'Leary-Roseberry, Xiaosong Du, Anirban Chaudhuri, Joaquim R. R. A. Martins, Karen Willcox, Omar Ghattas
We propose a scalable framework for the learning of high-dimensional parametric maps via adaptively constructed residual network (ResNet) maps between reduced bases of the inputs and outputs.