Tag: forward
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Bridging Prediction and Attribution: Identifying Forward and Backward Causal Influence Ranges Using Assimilative Causal Inference
Bridging Prediction and Attribution: Identifying Forward and Backward Causal Influence Ranges Using Assimilative Causal Inference arXiv:2510.21889v1 Announce Type: new Abstract: Causal inference identifies cause-and-effect relationships between variables. While traditional approaches rely on data to reveal causal links, a recently developed method, assimilative causal inference (ACI), integrates observations with dynamical models. It utilizes Bayesian data assimilation…
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Forward Reverse Kernel Regression for the Schr”{o}dinger bridge problem
Forward Reverse Kernel Regression for the Schr”{o}dinger bridge problem arXiv:2507.00640v1 Announce Type: new Abstract: In this paper, we study the Schr”odinger Bridge Problem (SBP), which is central to entropic optimal transport. For general reference processes and begin–endpoint distributions, we propose a forward-reverse iterative Monte Carlo procedure to approximate the Schr”odinger potentials in a nonparametric way.…