% Key papers for Data assimilation from sparse observations (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages.

@inproceedings{aaai2022_conditional_1859,
  title = {{Conditional Local Convolution for Spatio-Temporal Meteorological Forecasting}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2022},
  url = {https://aaai.org/papers/07470-conditional-local-convolution-for-spatio-temporal-meteorological-forecasting/},
}

@inproceedings{aaai2024_earthfarsser_5791,
  title = {{Earthfarsser: Versatile Spatio-Temporal Dynamical Systems Modeling in One Model}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/29521},
}

@inproceedings{neurips2023_dyffusion_68403,
  title = {{DYffusion: A Dynamics-informed Diffusion Model for Spatiotemporal Forecasting}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2023},
  url = {https://nips.cc/virtual/2023/poster/71410},
}

@inproceedings{icml2021_variational_40100,
  title = {{Variational Data Assimilation with a Learned Inverse Observation Operator}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2021},
  url = {https://icml.cc/virtual/2021/poster/9289},
}

@inproceedings{neurips2019_seeing_58959,
  title = {{Seeing the Wind: Visual Wind Speed Prediction with a Coupled Convolutional and Recurrent Neural Network}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2019},
  url = {https://nips.cc/virtual/2019/poster/13927},
}

@inproceedings{cvpr2016_variable_11953,
  title = {{Variable Aperture Light Field Photography: Overcoming the Diffraction-Limited Spatio-Angular Resolution Tradeoff}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2016},
}

@inproceedings{iclr2023_continuous_32200,
  title = {{Continuous PDE Dynamics Forecasting with Implicit Neural Representations}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2023},
  url = {https://iclr.cc/virtual/2023/poster/12133},
}

@inproceedings{iclr2022_learning_31093,
  title = {{Learning the Dynamics of Physical Systems from Sparse Observations with Finite Element Networks}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2022},
  url = {https://iclr.cc/virtual/2022/poster/6609},
}

@inproceedings{neurips2021_efficient_63020,
  title = {{Efficient hierarchical Bayesian inference for spatio-temporal regression models in neuroimaging}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2021},
  url = {https://nips.cc/virtual/2021/poster/26345},
}

@inproceedings{aaai2024_automated_5236,
  title = {{Automated State Estimation for Summarizing the Dynamics of Complex Urban Systems Using Representation Learning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/30344},
}

@inproceedings{aaai2025_side_10607,
  title = {{SIDE: Socially Informed Drought Estimation Toward Understanding Societal Impact Dynamics of Environmental Crisis}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/35057},
}

@inproceedings{cvpr2023_megahertz_21548,
  title = {{Megahertz Light Steering Without Moving Parts}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2023},
  url = {https://cvpr.thecvf.com/virtual/2023/poster/22793},
}

@inproceedings{icml2021_12_38952,
  title = {{12-Lead ECG Reconstruction via Koopman Operators}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2021},
  url = {https://icml.cc/virtual/2021/poster/10177},
}

@inproceedings{neurips2016_spectral_56003,
  title = {{Spectral Learning of Dynamic Systems from Nonequilibrium Data}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2016},
  url = {https://nips.cc/virtual/2016/poster/7248},
}

@inproceedings{neurips2025_generating_75231,
  title = {{Generating Full-field Evolution of Physical Dynamics from Irregular Sparse Observations}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=5d83SyLm0Z},
}

@inproceedings{aaai2026_mocast_106321,
  title = {{MoCast: Learning Turbulent Motions Under Physical Guidance for Precipitation Nowcasting}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/38628},
}

@inproceedings{iclr2024_implicit_34643,
  title = {{Implicit Gaussian process representation of vector fields over arbitrary latent manifolds}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/18431},
}

@inproceedings{aaai2026_neuralom_106188,
  title = {{NeuralOM: Neural Ocean Model for Subseasonal-to-Seasonal Simulation}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/38495},
}

@inproceedings{aaai2026_fault_107789,
  title = {{Fault Diagnosis of Irregular Sequences by Adjoint Learning in Continuous-Time Model Space}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/40141},
}

@inproceedings{icml2023_computational_41964,
  title = {{Computational Doob h-transforms for Online Filtering of Discretely Observed Diffusions}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2023},
  url = {https://icml.cc/virtual/2023/poster/24670},
}

@inproceedings{icml2025_a_46331,
  title = {{A Generalizable Physics-Enhanced State Space Model for Long-Term Dynamics Forecasting in Complex Environments}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2025},
  url = {https://icml.cc/virtual/2025/poster/46230},
}

@inproceedings{icml2025_optimal_46490,
  title = {{Optimal Sensor Scheduling and Selection for Continuous-Discrete Kalman Filtering with Auxiliary Dynamics}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2025},
  url = {https://icml.cc/virtual/2025/poster/46077},
}

@inproceedings{icml2025_exploring_46802,
  title = {{Exploring Invariance in Images through One-way Wave Equations}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2025},
  url = {https://icml.cc/virtual/2025/poster/45773},
}

@inproceedings{icml2026_pnp_51070,
  title = {{PnP-Corrector: A Universal Correction Framework for Coupled Spatiotemporal Forecasting}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=IYtXaU7N6B},
}

@inproceedings{icml2026_daisi_51654,
  title = {{DAISI: Data Assimilation with Inverse Sampling using Stochastic Interpolants}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=OWz1n5HgcC},
}

@inproceedings{icml2026_sendai_52735,
  title = {{SENDAI: A Hierarchical Sparse-measurement, EfficieNt Data AssImilation Framework}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=YblLI3n0dn},
}

@inproceedings{icml2026_cheap2rich_52947,
  title = {{Cheap2Rich: A Multi-Fidelity Framework for Data Assimilation and System Identification of Multiscale Physics - Rotating Detonation Engines}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=aXOchwlOHM},
}

@inproceedings{neurips2025_flow_74833,
  title = {{Flow Field Reconstruction with Sensor Placement Policy Learning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=1esFEjMUBS},
}

@inproceedings{neurips2025_flowdas_74852,
  title = {{FlowDAS: A Stochastic Interpolant-based Framework for Data Assimilation}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=1nWqhiulqD},
}

@inproceedings{neurips2025_flownet_75045,
  title = {{FlowNet: Modeling Dynamic Spatio-Temporal Systems via Flow Propagation}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=3jjeQNeCsl},
}

@inproceedings{neurips2025_gyroswin_77336,
  title = {{GyroSwin: 5D Surrogates for Gyrokinetic Plasma Turbulence Simulations}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=SkAY3KHKn2},
}

@inproceedings{neurips2025_lora_80450,
  title = {{LoRA-EnVar: Parameter-Efficient Hybrid Ensemble Variational Assimilation for Weather Forecasting}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=zhMl4Smau7},
}