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Expand Up @@ -10,83 +10,62 @@ We have completed reviews for the 2024 ICML ML4ESM Workshop. Some of these paper

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SRViT: Vision Transformers for Estimating
Radar Reflectivity from Satellite Observations at Scale
**[SRViT: Vision Transformers for Estimating Radar Reflectivity from Satellite Observations at Scale](https://arxiv.org/abs/2406.16955)**

Jason Stock, Kyle Hilburn, Imme Ebert-Uphoff, Charles Anderson

https://arxiv.org/abs/2406.16955

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Using Neural Networks for Data Cleaning in Weather Datasets
**[Using Neural Networks for Data Cleaning in Weather Datasets](https://arxiv.org/abs/2406.15027)**

Jack R. P. Hanslope, Laurence Aitchison

https://arxiv.org/abs/2406.15027

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Learning Spatio-Temporal Patterns of Polar Ice Layers With Physics-Informed Graph Neural Network
**[Learning Spatio-Temporal Patterns of Polar Ice Layers With Physics-Informed Graph Neural Network](https://arxiv.org/abs/2406.15299)**

Zesheng Liu, Maryam Rahnemoonfar

https://arxiv.org/abs/2406.15299

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Valid Error Bars for Neural Weather Models using Conformal Prediction
**[Valid Error Bars for Neural Weather Models using Conformal Prediction](https://arxiv.org/abs/2406.14483)**

Vignesh Gopakumar, Joel Oskarrson, Ander Gray, Lorenzo Zanisi, Stanislas Pamela, Daniel Giles, Matt Kusner, Marc Deisenroth

https://arxiv.org/abs/2406.14483

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LUCIE: A Lightweight Uncoupled ClImate Emulator with long-term stability and physical consistency for O(1000)-member ensembles
**[LUCIE: A Lightweight Uncoupled ClImate Emulator with long-term stability and physical consistency for O(1000)-member ensembles](https://arxiv.org/abs/2405.16297)**

Haiwen Guan, Troy Arcomano, Ashesh Chattopadhyay, Romit Maulik

https://arxiv.org/abs/2405.16297

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Transfer Learning for Emulating Ocean Climate Variability across CO2 forcing (oral)
**[Transfer Learning for Emulating Ocean Climate Variability across CO2 forcing (oral)](https://arxiv.org/abs/2405.18585)**

Surya Dheeshjith, Adam Subel, Shubham Gupta, Alistair Adcroft, Carlos Fernandez-Granda, Julius Busecke, Laure Zanna

https://arxiv.org/abs/2405.18585

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ArchesWeather: An efficient AI weather forecasting model at 1.5° resolution
**[ArchesWeather: An efficient AI weather forecasting model at 1.5° resolution](https://arxiv.org/abs/2405.14527v1)**

Guillaume Couairon, Christian Lessig, Anastase Charantonis, Claire Monteleoni

https://arxiv.org/abs/2405.14527v1

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Probabilistic Emulation of a Global Climate Model with Spherical DYffusion (oral)
**[Probabilistic Emulation of a Global Climate Model with Spherical DYffusion (oral)](https://arxiv.org/abs/2406.14798)**

Salva Rühling Cachay, Brian Henn, Oliver Watt-Meyer, Christopher S. Bretherton, Rose Yu

https://arxiv.org/abs/2406.14798

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A Generative Machine Learning Approach for Improving Precipitation from Earth System Models
**[A Generative Machine Learning Approach for Improving Precipitation from Earth System Models](https://arxiv.org/abs/2406.15026)**

Philipp Hess, Niklas Boers

https://arxiv.org/abs/2406.15026

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Dynamic Basis Function Interpolation for Adaptive In Situ Data Integration in Ocean Modeling
**[Dynamic Basis Function Interpolation for Adaptive In Situ Data Integration in Ocean Modeling](https://arxiv.org/abs/2301.05551)**

Derek DeSantis, Ayan Biswas Earl Lawrence, Phillip Wolfram

https://arxiv.org/abs/2301.05551

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