Farazpay, Z., & Bora, A. (2026). When Known Physics Helps Neural PDE Models: Residual Constraints Out-Regularize Generic Priors for Nonlinear Dynamics. https://omanscience.com/ar/articles/when-known-physics-helps-neural-pde-models-residual-constraints-out-regularize-generic-priors-for-nonlinear-dynamics