2 papers
cs.LG2025
SAOT: An Enhanced Locality-Aware Spectral Transformer for Solving PDEs
Chenhong Zhou, Jie Chen, Zaifeng Yang
Neural operators have shown great potential in solving a family of Partial Differential Equations (PDEs) by modeling the mappings between input and output functions. Fourier Neural…
cs.LG2025
Dual-Balancing for Physics-Informed Neural Networks
Chenhong Zhou, Jie Chen, Zaifeng Yang +1
Physics-informed neural networks (PINNs) have emerged as a new learning paradigm for solving partial differential equations (PDEs) by enforcing the constraints of physical equation…