 Extremization to Fine Tune Physics Informed Neural Networks for Solving
Boundary Value ProblemsCommunications in nonlinear science & numerical simulation (CNSNS), 2024 |
 Neural Operators for Accelerating Scientific Simulations and DesignNature Reviews Physics (Nat. Rev. Phys.), 2023 |
 An Extreme Learning Machine-Based Method for Computational PDEs in
Higher DimensionsComputer Methods in Applied Mechanics and Engineering (CMAME), 2023 |
 Monte Carlo Neural PDE Solver for Learning PDEs via Probabilistic RepresentationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 |
 A Neural Network Approach for Homogenization of Multiscale ProblemsMultiscale Modeling & simulation (MMS), 2022 |
 Numerical Solution of the Parametric Diffusion Equation by Deep Neural
NetworksJournal of Scientific Computing (J. Sci. Comput.), 2020 |
