Nissrine Akkari

Error-Driven Graph Augmentation for Mesh-Based PDE Surrogates

Graph Neural Networks (GNNs) on meshes have emerged as promising surrogates for computational mechanics, but standard local message passing struggles to propagate information across unstructured meshes, leading to large errors in regions with complex physics (e.g., shocks, wakes, boundary layers). E…