Ensemble Controlled-Flow Filtering for Implicit Data Assimilation
Zhuoyuan Li, Yue Zhao, Ming Li
stat.ML, cs.LG, math.NA, math.OC
Submitted: 2026-07-14
Comments: 26 pages
Code: https://github.com/zylipku/EnCF
License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
Terminology
Sources
- Adjoint Matching through the Lens of the Stochastic Maximum Principle in Optimal Control
- How Do Flow Matching Models Memorize and Generalize in Sample Data Subspaces?
- Terminally constrained flow-based generative models from an optimal control perspective
- Hypothesis-driven construction of mesoscopic dynamics
- The Ensemble Schr{\"o}dinger Bridge filter for Nonlinear Data Assimilation
- Flow Matching for Efficient and Scalable Data Assimilation
- A Two-Step Ensemble Score Filter for Data Assimilation in Partially Observed Systems
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