Surrogate accuracy isnโt the same as verification. Analytical solutions act as unit tests when you need credibility. The motivation behind the updated SIGS: grammar-valid candidates โ latent exploration โ residual-validated refinement (incl. coupled systems). @ETH_AI_Center
Beyond single PDEs, new version of SIGS includes results on nonlinear + coupled PDE systems (e.g., shallow water / Euler-type settings) and robustness studies (KdV). #AI4Science#compositional_learning