Mitigating Instability in High Residual Adaptive Sampling for PINNs via Langevin Dynamics

TL;DR

Recently, physics-informed neural networks (PINNs) have gained attention in the scientific community for their potential to solve partial differential equations (PDEs)

Opening excerpt from the authors’ abstract. source