[Paper] OneForecast: A Universal Framework for Global and Regional Weather Forecasting

[jacobbieker]

Arxiv/Blog/Paper Link

https://arxiv.org/pdf/2502.00338
https://github.com/YuanGao-YG/OneForecast

Detailed Description

Graph neural network with regional high resolution mesh. Very related to the ideas in this repo.

Context

Would be very interesting to include the ideas in that paper here, and should be doable, as its also graph network based.

[ananya12k]

@jacobbieker, I am interested in working on this issue and would like to know more about the implementation expectations.

[jacobbieker]

Hey, thanks for being interested in this! The expectations would be to take the unique ideas from this paper/project and include them here, if you can. For this one, their graph network attention and message passing would be interesting to include, as well as the Perlin noise, for example. But there might be other things as well that could be useful for graph weather networks in general as well.

[ananya12k]

I’ll read the paper and take note of the unique ideas. After that, we can discuss what to include. Does that sound good?

[jacobbieker]

Yes! Sounds great