Can you trust your model's uncertainty? Evaluating predictive uncertainty under dataset shift

Jasper Snoek, Yaniv Ovadia, Emily Fertig, Balaji Lakshminarayanan, Sebastian Nowozin, D. Sculley, Joshua Dillon, Jie Ren, Zachary Nado

Mar-26-2025, 02:39:16 GMT–Neural Information Processing Systems

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

artificial intelligence, machine learning, predictive uncertainty, (17 more...)

Neural Information Processing Systems

Mar-26-2025, 02:39:16 GMT

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Country:
- North America (0.28)

Genre:
- Research Report (0.66)

Technology:
- Information Technology
  - Artificial Intelligence
    - Machine Learning
      - Neural Networks > Deep Learning (1.00)
      - Statistical Learning (1.00)
    - Representation & Reasoning (0.94)
  - Data Science (0.93)

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Can you trust your model's uncertainty? Evaluating predictive uncertainty under dataset shift
Can you trust your model's uncertainty? Evaluating predictive uncertainty under dataset shift

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