Casting Solidification GNN Copyright 2026 Eugen Miknevic This product includes software and trained model weights developed by Eugen Miknevic, released under the Apache License, Version 2.0. The graph network follows the encode-process-decode design of MeshGraphNets (Pfaff et al., "Learning Mesh-Based Simulation with Graph Networks", ICLR 2021). Reference solidification fields were generated with FEniCSx (dolfinx).