{"total":53,"rows":[{"id":"2404.09636","title":"All-in-one simulation-based inference","created":"2024-04-15","cited_by_count":74,"area":null},{"id":"2404.06665","title":"Deep Generative Data Assimilation in Multimodal Setting","created":"2024-04-10","cited_by_count":29,"area":null},{"id":"2406.16947","title":"Generative Data Assimilation of Sparse Weather Station Observations at Kilometer Scales","created":"2024-06-19","cited_by_count":27,"area":null},{"id":"2409.00127","title":"Latent-EnSF: A Latent Ensemble Score Filter for High-Dimensional Data Assimilation with Sparse Observation Data","created":"2024-08-29","cited_by_count":22,"area":null},{"id":"2312.12462","title":"Towards an end-to-end artificial intelligence driven global weather forecasting system","created":"2023-12-18","cited_by_count":21,"area":null},{"id":"2406.12409","title":"Translation Equivariant Transformer Neural Processes","created":"2024-06-18","cited_by_count":13,"area":null},{"id":"2310.01853","title":"Score-based Data Assimilation for a Two-Layer Quasi-Geostrophic Model","created":"2023-10-03","cited_by_count":12,"area":null},{"id":"2411.19305","title":"LD-EnSF: Synergizing Latent Dynamics with Ensemble Score Filters for Fast Data Assimilation with Sparse Observations","created":"2024-11-28","cited_by_count":11,"area":null},{"id":"2411.02728","title":"Compositional simulation-based inference for time series","created":"2024-11-05","cited_by_count":9,"area":null},{"id":"2402.04355","title":"PQMass: Probabilistic Assessment of the Quality of Generative Models using Probability Mass Estimation","created":"2024-02-06","cited_by_count":8,"area":null},{"id":"2406.01645","title":"FNP: Fourier Neural Processes for Arbitrary-Resolution Data Assimilation","created":"2024-06-03","cited_by_count":8,"area":null},{"id":"2411.13443","title":"Nonlinear Assimilation via Score-based Sequential Langevin Sampling","created":"2024-11-20","cited_by_count":8,"area":null},{"id":"2504.14264","title":"Generative emulation of chaotic dynamics with coherent prior","created":"2025-04-19","cited_by_count":7,"area":null},{"id":"2603.01949","title":"Probabilistic Retrofitting of Learned Simulators","created":"2026-03-02","cited_by_count":7,"area":null},{"id":"2505.18017","title":"Strictly Constrained Generative Modeling via Split Augmented Langevin Sampling","created":"2025-05-23","cited_by_count":6,"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":"2512.00252","title":"DAISI: Data Assimilation with Inverse Sampling using Stochastic Interpolants","created":"2025-11-29","cited_by_count":5,"area":null},{"id":"2602.19406","title":"LEVDA: Latent Ensemble Variational Data Assimilation via Differentiable Dynamics","created":"2026-02-23","cited_by_count":4,"area":null},{"id":"2605.20028","title":"Training-Free Bayesian Filtering with Generative Emulators","created":"2026-05-19","cited_by_count":4,"area":null},{"id":"2406.15076","title":"Neural Incremental Data Assimilation","created":"2024-06-21","cited_by_count":3,"area":null},{"id":"2509.20615","title":"Latent Twins","created":"2025-09-24","cited_by_count":3,"area":null},{"id":"2603.06752","title":"Latent Autoencoder Ensemble Kalman Filter for Nonlinear Data assimilation","created":"2026-03-06","cited_by_count":3,"area":null},{"id":"2603.12635","title":"Adaptive Diffusion Posterior Sampling for Data and Model Fusion of Complex Nonlinear Dynamical Systems","created":"2026-03-13","cited_by_count":3,"area":null},{"id":"2311.18002","title":"Echoes in the Noise: Posterior Samples of Faint Galaxy Surface Brightness Profiles with Score-Based Likelihoods and Priors","created":"2023-11-29","cited_by_count":2,"area":null},{"id":"2405.13711","title":"VAE-Var: Variational-Autoencoder-Enhanced Variational Assimilation","created":"2024-05-22","cited_by_count":2,"area":null},{"id":"2604.07169","title":"Amortized Filtering and Smoothing with Conditional Normalizing Flows","created":"2026-04-08","cited_by_count":2,"area":null},{"id":"2508.05778","title":"Neural Operator-Based Nonlinear Nudging for Chaotic Dynamical Systems","created":"2025-08-07","cited_by_count":1,"area":null},{"id":"2510.17268","title":"Uncertainty-aware data assimilation through variational inference","created":"2025-10-20","cited_by_count":1,"area":null},{"id":"2601.06147","title":"LLM Flow Processes for Text-Conditioned Regression","created":"2026-01-05","cited_by_count":1,"area":null},{"id":"2601.21860","title":"Pathwise Learning of Stochastic Dynamical Systems with Partial Observations","created":"2026-01-29","cited_by_count":1,"area":null},{"id":"2603.04395","title":"Accurate and Efficient Hybrid-Ensemble Atmospheric Data Assimilation in Latent Space with Uncertainty Quantification","created":"2026-03-04","cited_by_count":1,"area":null},{"id":"2604.02889","title":"Rethinking Forward Processes for Score-Based Nonlinear Data Assimilation in High Dimensions","created":"2026-04-03","cited_by_count":1,"area":null},{"id":"2608.23297","title":"ADDA: a Modular Framework for Representing, Simulating and Assimilating Dynamics with End-to-end Differentiability","created":"2026-08-24","cited_by_count":1,"area":null},{"id":"2410.14024","title":"Ensemble-based, large-eddy reconstruction of wind turbine inflow in a near-stationary atmospheric boundary layer through generative artificial intelligence","created":"2024-10-17","cited_by_count":0,"area":null},{"id":"2504.04015","title":"Multi-resolution Score-Based Variational Graphical Diffusion for Causal Disaster System Modeling and Inference","created":"2025-04-05","cited_by_count":0,"area":null},{"id":"2509.21751","title":"On the Effect of Neural Field Reparameterization for 4DVAR","created":"2025-09-26","cited_by_count":0,"area":null},{"id":"2509.24788","title":"Assessing the risk of future Dunkelflaute events for Germany using generative deep learning","created":"2025-09-29","cited_by_count":0,"area":null},{"id":"2512.24847","title":"AODDiff: Probabilistic Reconstruction of Aerosol Optical Depth via Diffusion-based Bayesian Inference","created":"2025-12-31","cited_by_count":0,"area":null},{"id":"2602.13416","title":"High-Resolution Climate Projections Using Diffusion-Based Downscaling of a Lightweight Climate Emulator","created":"2026-02-13","cited_by_count":0,"area":null},{"id":"2602.19651","title":"Denoising Particle Filters: Learning State Estimation with Single-Step Objectives","created":"2026-02-23","cited_by_count":0,"area":null},{"id":"2603.00636","title":"Retrodictive Forecasting: A Proof-of-Concept for Exploiting Temporal Asymmetry in Time Series Prediction","created":"2026-02-28","cited_by_count":0,"area":null},{"id":"2603.22319","title":"Sparsely-Supervised Data Assimilation via Physics-Informed Schr\\\"odinger Bridge","created":"2026-03-20","cited_by_count":0,"area":null},{"id":"2605.17603","title":"Longwang: Zero-Shot Global Spatiotemporal Precipitation Downscaling with a Latent Generative Prior","created":"2026-05-17","cited_by_count":0,"area":null},{"id":"2606.01172","title":"Revisiting Neural Processes via Fourier Transform and Volterra Series","created":"2026-05-31","cited_by_count":0,"area":null},{"id":"2606.20920","title":"$\\Omega$: Operator-based Mixture Ensemble for Generative Assimilation","created":"2026-06-18","cited_by_count":0,"area":null},{"id":"2607.01012","title":"Generative Model Proposal based Particle Filtering for Data Assimilation","created":"2026-07-01","cited_by_count":0,"area":null},{"id":"2608.14955","title":"Generative data assimilation highlights fronts as key regulators of ocean energy cascade","created":"2026-08-15","cited_by_count":0,"area":null},{"id":"2609.15620","title":"Where to Compute and How to Interact: Operator-Readable Adaptation with Gauge-Aware Transport","created":"2026-09-14","cited_by_count":0,"area":null},{"id":"2609.25085","title":"FREESIA: Covariance-Aware Posterior Transport for Expressive and Scalable Data Assimilation","created":"2026-09-19","cited_by_count":0,"area":null},{"id":"2609.26890","title":"PR-Smoother: Simulator-Preserving Non-Gaussian Smoothing for Data Assimilation","created":"2026-09-22","cited_by_count":0,"area":null},{"id":"2609.32411","title":"AECSF: Adaptive Ensemble Conditional Score Filtering for High-Dimensional Nonlinear Data Assimilation","created":"2026-09-26","cited_by_count":0,"area":null},{"id":"2609.32941","title":"Generative Priors Conditioned on Natural Language for Bayesian Inversion in PDEs","created":"2026-09-26","cited_by_count":0,"area":null},{"id":"2610.04034","title":"LD-EnFF: Latent-Dynamics Ensemble Flow Filtering for Data Assimilation with Sparse Observations","created":"2026-10-02","cited_by_count":0,"area":null}],"next_cursor":null}