Beyond temperature scaling: Obtaining well-calibrated multi-class probabilities with Dirichlet calibration

Meelis Kull, Miquel Perello Nieto, Markus Kängsepp, Telmo Silva Filho, Hao Song, Peter Flach

Oct-3-2025, 04:41:45 GMT–Neural Information Processing Systems

Neural Information Processing Systems http://nips.cc/

artificial intelligence, calibration, machine learning, (19 more...)

Neural Information Processing Systems

Oct-3-2025, 04:41:45 GMT

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Country:
- Europe (0.28)

Genre:
- Research Report
  - New Finding (0.94)
  - Experimental Study (0.69)

Technology:
- Information Technology > Artificial Intelligence
  - Representation & Reasoning (0.93)
  - Machine Learning
    - Statistical Learning (1.00)
    - Neural Networks > Deep Learning (0.47)
    - Learning Graphical Models > Directed Networks
      - Bayesian Learning (0.68)

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Beyond temperature scaling: Obtaining well-calibrated multi-class probabilities with Dirichlet calibration

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