2 papers
cs.CE2026
Dimension Bridging for 3D RANS with Neural Network Accelerated Gaussian Functional Regression
Wesley Lao, Thomas Scott, Tan Bui-Thanh +2
In many computational science and engineering problems, repeatedly solving fully resolved physics-based models to design for a quantity of interest (QoI) can quickly become intract…
cs.LG2026
An optimal control approach for neural network architecture adaptation with a posteriori error estimation
C G Krishnanunni, Thomas Scott, Tan Bui-Thanh
This work presents a novel approach for adapting neural network architecture along the depth based on a posteriori error estimation. By formulating neural network training as a con…