"data assimilation" Papers

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

Nilo Schwencke, Cyril Furtlehner

ICLR 2025posterarXiv:2412.10782

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 2025posterarXiv:2501.16642

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

Phillip Si, Peng Chen

ICLR 2025posterarXiv:2409.00127

DiffDA: a Diffusion model for weather-scale Data Assimilation

Langwen Huang, Lukas Gianinazzi, Yuejiang Yu et al.

ICML 2024poster