Update README.md

README.md

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 # Incompressible Navier Stokes 2D Dataset Summary
 
-This is the primary dataset used in the ICLR 2025 paper "Model-Agnostic Knowledge Guided Correction for Improved Neural Surrogate Rollout".
+This is the primary dataset used in the ICLR 2025 paper **Model-Agnostic Knowledge Guided Correction for Improved Neural Surrogate Rollout**.
 
-Please see (https://github.com/scailab/HyPER) for our code and instructions on training our models with this dataset.
+Please see https://github.com/scailab/HyPER for our code and instructions on training our models with this dataset.