ml4esmworkshop

We made a starter pack *and* custom feed for ML4ESM on 🔵☁️. Check it out! It will be updated as new people arrive 😉

🎉Our ICML ML4ESM Best Paper is now accepted as a #NeurIPS2024 spotlight!🏆➡️🔦 📄Stay tuned for our camera-ready version with exciting updates, including 100-year inference runs 🌏🌎🌍. Huge thanks to our reviewers for their invaluable feedback & unanimously strong support. 🙏

We are delighted to announce the #ICML2024 ML4ESM Best Paper Award winner: [2406.14798] Probabilistic Emulation of a Global Climate Model with Spherical DYffusion (arxiv.org) Congrats to @salvaRC7 and co-authors @ai2_climate @yuqirose for their amazing work!

#ICML2024 Panel discussion moderated by Candace Agonafir. Our panelists are sharing their insights on ML for Earth system modeling and more!

#ICML2024 ML4ESM workshop invited speaker Stephan Mandt @StephanMandt on A Generative Perspective On Climate Projections. @LeapStc

#ICML2024 ML4ESM workshop invited speaker Nils Thuerey @thuereyGroup on Diffusion Models: Probabilistic Learned Solvers

#ICML2024 ML4ESM workshop invited speaker Aditi Krishnapriyan @ask1729 on Bridging Numerical methods and deep learning with physics-constrained differentiable solvers.

#ICML2024 ML4ESM workshop spotlight talk by Maryam Rahnemoonfar on Graph Neural Networks for Emulation of Finite-Element Ice Dynamics in Greenland and Antarctic Ice Sheets. Link to the paper arxiv.org/pdf/2406.18423

#ICML2024 ML4ESM workshop spotlight talk by Adam Subel on Transfer Learning for Emulating Ocean Climate Variability across CO2 forcing. Link to the paper arxiv.org/pdf/2405.18585 @M2LInES @LeapStc

#ICML2024 ML4ESM workshop spotlight talk by @eviatarbach and Enoch Luk on Learning Optimal Filters Using Variational Inference . Link to the paper arxiv.org/pdf/2406.18066

Thank you so much to all our wonderful speakers this morning! Now for posters and lunch to continue the discussions. And don't forget if you are attending online we have a poster session and networking over on GatherTown #icml24

#ICML2024 ML4ESM workshop spotlight talk by Moritz Feik on Graph Neural Networks and Spatial Information Learning for Post-Processing Ensemble Weather Forecasts. Link to the paper arxiv.org/pdf/2407.11050

#ICML2024 ML4ESM workshop spotlight talk by Aman Gupta on Machine Learning Global Simulation of Nonlocal Gravity Wave Propagation. @DataWave_VESRI Link to the paper arxiv.org/pdf/2406.14775

#ICML2024 ML4ESM workshop spotlight talk by Salva Ruhling Cachay @salvaRC7 on Probabilistic Emulation of a Global Climate Model with Spherical DYffusion. Link to the paper arxiv.org/abs/2406.14798 @ai2_climate @LeapStc

#ICML2024 ML4ESM workshop invited speaker @david_rolnick on Machine Learning and Climate Change: An opportunity for application-driven innovation. @ClimateChangeAI @Mila_Quebec @LeapStc

Great attendance for our workshop! @LeapStc

#ICML2024 ML4ESM workshop invited speaker @JuliaKaltenborn on ClimateSet: a large scale climate model dataset for machine learning @Mila_Quebec @LeapStc

#ICML2024 ML4ESM workshop invited speaker @karadlamb on Towards Improved Cloud Parameterizations in Climate Models using Machine Learning @LeapStc