When Does Frequency Decomposition Benefit Physics-Informed Neural Networks? A Preliminary Ablation Study

Shubham Rai

Partial differential equations (PDEs) often have high-frequency and multi-scale features that neural networks struggle to approximate. Physics-Informed Neural Networks (PINNs) buil…