Lakshay Chawla

LPINNs: First-Layer Gated Localization for Physics-Informed Neural Networks

Physics-informed neural networks (PINNs) use one shared representation over the computational domain, which can become difficult to optimize on long domains and for high-order operators. We study a minimal alternative: multiply the first hidden activation of an otherwise unchanged dense PINN by input-dependent localiza...