N Chalapathi, Y Du, A Krishnapriyan - arXiv preprint arXiv:2402.13412, 2024 - arxiv.org
Imposing known physical constraints, such as conservation laws, during neural network training introduces an inductive bias that can improve accuracy, reliability, convergence, and …
P Jain, Z Qu, PY Chen, O Stein - ACM SIGGRAPH 2024 Conference …, 2024 - dl.acm.org
The idea of using a neural network to represent continuous vector fields (ie, neural fields) has become popular for solving PDEs arising from physics simulations. Here, the classical …