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A Pretrained Model for Bayesian Filtering in Heterogeneous Dynamical Systems

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Key Insights

  • Filtering has not yet had its foundation-model moment: state estimation is still dominated either by online Bayesian filtering algorithms that require known dy- namics as inputs, or by learning-based.
Cite this synthesis DOI: 10.48550/arXiv.2610.40437 ↗
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@misc{ acaciamarkets-research-a-pretrained-model-for-bayesian-filtering-in-heterogeneous-d,
  title = { A Pretrained Model for Bayesian Filtering in Heterogeneous Dynamical Systems },
  author = { Leszek },
  year = { 2026 },
  doi = { 10.48550/arXiv.2610.40437 },
  url = { http://arxiv.org/abs/2610.40437v1 },
  note = {Summarized and classified by AcaciaFund}
}
TY  - GEN
TI  - A Pretrained Model for Bayesian Filtering in Heterogeneous Dynamical Systems
AU  - Leszek
PY  - 2026
DO  - 10.48550/arXiv.2610.40437
UR  - http://arxiv.org/abs/2610.40437v1
ER  -

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Overview

Filtering has not yet had its foundation-model moment: state estimation is still dominated either by online Bayesian filtering algorithms that require known dy- namics as inputs, or by learning-based

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