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A multiphase multiphysics dataset and benchmarks for scientific machine learning

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It seems that neuralop refactored some of their internal data structures, so checkpoints that were trained with version 0.2.0 are not loading when using neuralop's main branch. This may only...

To help with data scarcity, we should experiment with using a PDE loss. This can be in the spirit of the papers "Physics Informed DeepONet / Neural Operator." A PDE...