2026
OrthoSolver: A Neural Proper Orthogonal Decomposition Solver For PDEs
ICLR 2026poster
Proper Orthogonal Decomposition (POD) is a cornerstone reduced-order modeling technique for accelerating the solution of partial differential equations (PDEs) by extracting energy-optimal orthogonal bases. However, POD's inherent linear assumption limits its expressive power for complex nonlinear dy…