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Update README.md

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- title: README
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- Edit this `README.md` markdown file to author your organization card.
 
 
 
 
 
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+ title: Welcome to PhysArena
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+ PhysArena is a benchmarking suite for physics-based machine learning.
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+ PhysArena provides standardized benchmarks with fixed evaluation protocols, metrics, and splits to enable fair and reproducible comparison of models on physical problems.
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+ All datasets are distributed in the PLAID format, ensuring a uniform, structured representation across benchmarks and seamless interoperability with the PLAID ecosystem.