AI RESEARCH
Mesh Based Simulations with Spatial and Temporal awareness
arXiv CS.LG
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ArXi:2605.01542v1 Announce Type: new Machine Learning surrogates for Computational Fluid Dynamics (CFD), particularly Graph Neural Networks (GNNs) and Transformers, have become a new important approach for accelerating physics simulations. However, we identify a critical bottleneck in the field: while architectures have advanced significantly, the common underlying