If you find a nice paper, pop it here. Each WG meeting, someone will give a quick description of their three favourites from the list. Note, you can put in papers published from any date, but the idea is to put things here which we stumble upon, and have a brief chat about them together.
November 2024:
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Li, Y., Han, W., Li, H., Duan, W., Chen, L., Zhong, X., et al. (2024). Fuxi-en4dvar: An assimilation system based on machine learning weather forecasting model ensuring physical constraints. Geophysical Research Letters, 51, e2024GL111136. https://doi.org/10.1029/2024GL111136
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[2306.01984] DYffusion: A Dynamics-informed Diffusion Model for Spatiotemporal Forecasting
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[2410.12938] Multi-modal graph neural networks for localized off-grid weather forecasting
Here are mine for Nov 2024
Papers from December 2024
ADAF: An Artificial Intelligence Data Assimilation Framework for Weather Forecasting - [2411.16807] ADAF: An Artificial Intelligence Data Assimilation Framework for Weather Forecasting
Probabilistic Emulation of a Global Climate Model with Spherical DYffusion - [2406.14798] Probabilistic Emulation of a Global Climate Model with Spherical DYffusion (see also https://www.youtube.com/watch?v=Hac_xGsJ1qY)
Probabilistic weather forecasting with machine learning - Probabilistic weather forecasting with machine learning | Nature
Fourier Analysis Networks - [2410.02675] FAN: Fourier Analysis Networks
January 2025
It’s technically from late last year, but this paper seemed very impressive: [2412.18239v1] OMG-HD: A High-Resolution AI Weather Model for End-to-End Forecasts from Observations .
Dec 2024 & Jan 2025
- [2407.06100] Leveraging data-driven weather models for improving numerical weather prediction skill through large-scale spectral nudging
- [2404.02905] Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction
- [2412.11973] Neural general circulation models optimized to predict satellite-based precipitation observations
- [2404.06517] DiffObs: Generative Diffusion for Global Forecasting of Satellite Observations
- [2412.18239] OMG-HD: A High-Resolution AI Weather Model for End-to-End Forecasts from Observations
- [2409.02891] Regional data-driven weather modeling with a global stretched-grid
February 2025:
Feb 2025:
Mar 2025
April:
May 2025
June 2025
- [2405.16297] LUCIE: A Lightweight Uncoupled ClImate Emulator with long-term stability and physical consistency for O(1000)-member ensembles (extended LUCIE paper new version)
- End-to-end data-driven weather prediction | Nature (published version of Aardvark-Weather)
- [2506.13131] AlphaEvolve: A coding agent for scientific and algorithmic discovery
July 2025
- [2507.12144] FourCastNet 3: A geometric approach to probabilistic machine-learning weather forecasting at scale
- [2506.22780] Multimodal Atmospheric Super-Resolution With Deep Generative Models
- [2504.05108] Algorithm Discovery With LLMs: Evolutionary Search Meets Reinforcement Learning
- [2507.17311] EarthLink: A Self-Evolving AI Agent for Climate Science