{"total":15,"rows":[{"id":"2306.10574","title":"Score-based Data Assimilation","created":"2023-06-18","cited_by_count":96,"area":null},{"id":"2303.10462","title":"Machine learning with data assimilation and uncertainty quantification for dynamical systems: a review","created":"2023-03-18","cited_by_count":75,"area":null},{"id":"2104.00430","title":"Latent Space Data Assimilation by using Deep Learning","created":"2021-04-01","cited_by_count":30,"area":null},{"id":"2102.11192","title":"Variational Data Assimilation with a Learned Inverse Observation Operator","created":"2021-02-22","cited_by_count":28,"area":null},{"id":"2312.12455","title":"FengWu-4DVar: Coupling the Data-driven Weather Forecasting Model with 4D Variational Assimilation","created":"2023-12-16","cited_by_count":23,"area":null},{"id":"2309.10808","title":"AI Foundation Models for Weather and Climate: Applications, Design, and Implementation","created":"2023-09-19","cited_by_count":21,"area":null},{"id":"2104.12506","title":"Bridging observation, theory and numerical simulation of the ocean using Machine Learning","created":"2021-04-26","cited_by_count":15,"area":null},{"id":"2409.00244","title":"TorchDA: A Python package for performing data assimilation with deep learning forward and transformation functions","created":"2024-08-30","cited_by_count":5,"area":null},{"id":"2502.12987","title":"Ensemble Kalman filter in latent space using a variational autoencoder pair","created":"2025-02-18","cited_by_count":5,"area":null},{"id":"2110.03405","title":"Joint calibration and mapping of satellite altimetry data using trainable variational models","created":"2021-10-07","cited_by_count":3,"area":null},{"id":"2202.06170","title":"An AI-based Domain-Decomposition Non-Intrusive Reduced-Order Model for Extended Domains applied to Multiphase Flow in Pipes","created":"2022-02-13","cited_by_count":3,"area":null},{"id":"2502.16232","title":"Flow-based Bayesian filtering for high-dimensional nonlinear stochastic dynamical systems","created":"2025-02-22","cited_by_count":3,"area":null},{"id":"2509.20615","title":"Latent Twins","created":"2025-09-24","cited_by_count":3,"area":null},{"id":"2405.13711","title":"VAE-Var: Variational-Autoencoder-Enhanced Variational Assimilation","created":"2024-05-22","cited_by_count":2,"area":null},{"id":"2404.16183","title":"ABCD: Trust enhanced Attention based Convolutional Autoencoder for Risk Assessment","created":"2024-04-24","cited_by_count":0,"area":null}],"next_cursor":null}