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Score-based Data Assimilation for a Two-Layer Quasi-Geostrophic Model
3 October 2023
Sacha Lewin
Gilles Louppe
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Papers citing
"Score-based Data Assimilation for a Two-Layer Quasi-Geostrophic Model"
6 / 6 papers shown
DAMBench: A Multi-Modal Benchmark for Deep Learning-based Atmospheric Data Assimilation
Hao Wang
Zixuan Weng
Jindong Han
Wei Fan
Hao Liu
AI4TS
100
0
0
03 Nov 2025
Appa: Bending Weather Dynamics with Latent Diffusion Models for Global Data Assimilation
Gérome Andry
Sacha Lewin
Sacha Lewin
Omer Rochman
Victor Mangeleer
Matthias Pirlet
Elise Faulx
Marilaure Grégoire
Gilles Louppe
AI4Cl
373
7
0
25 Apr 2025
State-observation augmented diffusion model for nonlinear assimilation with unknown dynamics
Zhuoyuan Li
Bin Dong
Linyue Chu
392
2
0
31 Jul 2024
Generative Data Assimilation of Sparse Weather Station Observations at Kilometer Scales
Peter Manshausen
Y. Cohen
Jaideep Pathak
Jaideep Pathak
Piyush Garg
Morteza Mardani
K. Kashinath
Simon Byrne
Noah D. Brenowitz
Noah Brenowitz
421
34
0
19 Jun 2024
VAE-Var: Variational-Autoencoder-Enhanced Variational Assimilation
Yi Xiao
Qilong Jia
Wei Xue
Lei Bai
DRL
306
2
0
22 May 2024
DiffDA: a Diffusion Model for Weather-scale Data Assimilation
International Conference on Machine Learning (ICML), 2024
Langwen Huang
Lukas Gianinazzi
Yuejiang Yu
P. Dueben
Torsten Hoefler
363
70
0
11 Jan 2024
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