Bayesian Optimization with Robust Bayesian Neural Networks

Jost Tobias Springenberg, Aaron Klein, Stefan Falkner, Frank Hutter

Nov-21-2025, 08:44:44 GMT–Neural Information Processing Systems

Here, we propose to use neural networks as a powerful and scalable parametric model, while staying as close to a truly Bayesian treatment as possible.

artificial intelligence, machine learning, optimization, (17 more...)

Neural Information Processing Systems

Nov-21-2025, 08:44:44 GMT

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Country:
- Europe
  - Germany > Baden-Württemberg
    - Freiburg (0.04)
  - Spain > Catalonia
    - Barcelona Province > Barcelona (0.04)

Technology:
- Information Technology > Artificial Intelligence
  - Machine Learning
    - Learning Graphical Models > Directed Networks
      - Bayesian Learning (0.46)
    - Neural Networks (1.00)
    - Statistical Learning (1.00)
  - Representation & Reasoning > Uncertainty
    - Bayesian Inference (0.68)

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