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cs.LG2024
Generalization capabilities of MeshGraphNets to unseen geometries for fluid dynamics
Robin Schmöcker, Alexander Henkes, Julian Roth +1
This works investigates the generalization capabilities of MeshGraphNets (MGN) [Pfaff et al. Learning Mesh-Based Simulation with Graph Networks. ICML 2021] to unseen geometries for…
cs.LG2021★ 3 cited
Multigoal-oriented dual-weighted-residual error estimation using deep neural networks
Ayan Chakraborty, Thomas Wick, Xiaoying Zhuang +1
Deep learning has shown successful application in visual recognition and certain artificial intelligence tasks. Deep learning is also considered as a powerful tool with high flexib…