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README.md

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 # Ai2 Climate Emulator
 This repo contains code accompanying four papers describing ACE models:
-- ([arxiv:2310.02074](https://arxiv.org/abs/2310.02074)) "ACE: A fast, skillful learned global atmospheric model for climate prediction" 
-- ([JGR-ML:2024JH000136](https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2024JH000136)) "Application of the Ai2 Climate Emulator to E3SMv2's global atmosphere model, with a focus on precipitation fidelity"
-- ([arxiv:2411.11268](https://arxiv.org/abs/2411.11268)) "ACE2: Accurately learning subseasonal to decadal atmospheric variability and forced responses"
-- ([arxiv:2412.04418](https://arxiv.org/abs/2412.04418)) "ACE2-SOM: Coupling to a slab ocean and learning the sensitivity of climate to changes in CO2"
+- "ACE: A fast, skillful learned global atmospheric model for climate prediction" ([link](https://arxiv.org/abs/2310.02074))
+- "Application of the Ai2 Climate Emulator to E3SMv2's global atmosphere model, with a focus on precipitation fidelity" ([link](https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2024JH000136))
+- "ACE2: Accurately learning subseasonal to decadal atmospheric variability and forced responses" ([link](https://arxiv.org/abs/2411.11268))
+- "ACE2-SOM: Coupling to a slab ocean and learning the sensitivity of climate to changes in CO2" ([link](https://arxiv.org/abs/2412.04418))
 
 ## Installation