Generalised Bayesian Filtering via Sequential Monte Carlo

Feb-7-2026, 08:24:57 GMT–Neural Information Processing Systems

We introduce a framework for inference in general state-space hidden Markov models (HMMs) under likelihood misspecification.

artificial intelligence, bayesian inference, machine learning, (15 more...)

Neural Information Processing Systems

Feb-7-2026, 08:24:57 GMT

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Country:
- Europe > United Kingdom
  - England
    - Cambridgeshire > Cambridge (0.04)
    - Oxfordshire > Oxford (0.04)
- North America > Canada (0.04)

Technology:
- Information Technology > Artificial Intelligence
  - Machine Learning > Learning Graphical Models
    - Directed Networks > Bayesian Learning (0.68)
    - Undirected Networks > Markov Models (0.89)
  - Representation & Reasoning > Uncertainty
    - Bayesian Inference (0.94)

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Generalised Bayesian Filtering via Sequential Monte Carlo

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