Learning High-Dimensional Parametric Maps via Reduced Basis Adaptive Residual Networks

Thomas O'Leary-Roseberry, Xiaosong Du, Anirban Chaudhuri +3

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 a…