Physics and geometry informed neural operator network with application to acoustic scattering. - Siddharth Nair; Timothy F. Walsh; Greg Pickrell; Fabio Semperlotti (CoRR, 2024)

Multiple scattering simulation via physics-informed neural networks. - Siddharth Nair; Timothy F. Walsh; Greg Pickrell; Fabio Semperlotti (Eng. Comput., 2025)

Reinforcement learning framework for the mechanical design of microelectronic components under multiphysics constraints. - Siddharth Nair; Timothy F. Walsh; Greg Pickrell; Fabio Semperlotti (CoRR, 2025)