28 citations · 30 across the 3 of their papers we have counts for
3 papers
cs.LG2023★ 28 cited
A Neural Network Transformer Model for Composite Microstructure Homogenization
Emil Pitz, Kishore Pochiraju
Heterogeneity and uncertainty in a composite microstructure lead to either computational bottlenecks if modeled rigorously or to solution inaccuracies in the stress field and failu…
cs.LG2021★ 1 cited
Fast Design Space Exploration of Nonlinear Systems: Part I
Sanjai Narain, Emily Mak, Dana Chee +4
System design tools are often only available as input-output blackboxes: for a given design as input they compute an output representing system behavior. Blackboxes are intended to…
cs.AI2020★ 1 cited
Robot Design With Neural Networks, MILP Solvers and Active Learning
Sanjai Narain, Emily Mak, Dana Chee +6
Central to the design of many robot systems and their controllers is solving a constrained blackbox optimization problem. This paper presents CNMA, a new method of solving this pro…