Update README.md

README.md

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-license: mit
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+---
+license: mit
+---
+
+# Samudra 🌊
+This repository contains the model weights of the Samudra Ocean Emulator described in the paper ["Samudra: An AI Global Ocean Emulator for Climate"](https://arxiv.org/abs/2412.03795). Samudra is a skillful global emulator of the ocean component of a state-of-the-art climate model. We emulate key ocean variables, sea surface height, horizontal velocities, temperature, and salinity, across their full depth. Refer the code [here](https://github.com/m2lines/Samudra.git)
+
+### Citing
+If you use this model in your research, please consider citing the following paper:
+```
+@article{dheeshjith2024samudra,
+  title={Samudra: An AI Global Ocean Emulator for Climate},
+  author={Dheeshjith, Surya and Subel, Adam and Adcroft, Alistair and Busecke, Julius and Fernandez-Granda, Carlos and Gupta, Shubham and Zanna, Laure},
+  journal={arXiv preprint arXiv:2412.03795},
+  year={2024}
+}
+```