Bangti Jin

New research guarantees convergence for physics-informed neural networks trained with SGD

Researchers have established the linear convergence of stochastic gradient descent (SGD) for training over-parameterized two-layer physics-informed neural networks (PINNs) when solving the Poisson equation. This analysi…