"data assimilation" Papers

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Align-DA: Align Score-based Atmospheric Data Assimilation with Multiple Preferences

Jing-An Sun, Hang Fan, Junchao Gong et al.

NEURIPS 2025arXiv:2505.22008
2
citations

ANaGRAM: A Natural Gradient Relative to Adapted Model for efficient PINNs learning

Nilo Schwencke, Cyril Furtlehner

ICLR 2025arXiv:2412.10782
5
citations

DAWP: A framework for global observation forecasting via Data Assimilation and Weather Prediction in satellite observation space

Junchao Gong, Jingyi Xu, Ben Fei et al.

NEURIPS 2025oralarXiv:2510.15978

FlowDAS: A Stochastic Interpolant-based Framework for Data Assimilation

Siyi Chen, Yixuan Jia, Qing Qu et al.

NEURIPS 2025arXiv:2501.16642
5
citations

Latent-EnSF: A Latent Ensemble Score Filter for High-Dimensional Data Assimilation with Sparse Observation Data

Phillip Si, Peng Chen

ICLR 2025arXiv:2409.00127
12
citations

LoRA-EnVar: Parameter-Efficient Hybrid Ensemble Variational Assimilation for Weather Forecasting

Yi Xiao, Hang Fan, Kun Chen et al.

NEURIPS 2025oral

VAE-Var: Variational Autoencoder-Enhanced Variational Methods for Data Assimilation in Meteorology

Yi Xiao, Qilong Jia, Kun Chen et al.

ICLR 2025
6
citations

DiffDA: a Diffusion model for weather-scale Data Assimilation

Langwen Huang, Lukas Gianinazzi, Yuejiang Yu et al.

ICML 2024arXiv:2401.05932
70
citations