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Papers Benchmarks Datasets Tasks

Physical Simulation Surrogate Modeling research benchmarks · SOTA2 Research

Physical Simulation Surrogate Modeling

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Physics-informed Multigrid GNN

6.5Rollout RMSE

8

Jun 1, 2026

SpindleUpsetting (unseen)

2.6Rollout Error (RMSE)

3

Jun 1, 2026

BeamSimple (unseen)

Physics-informed Multigrid

1.44Rollout Error (RMSE)

3

Jun 1, 2026

Popular datasets

BeamSimple SpindleUpsetting DeformingPlate

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