Why Normalizing Flows Fail to Detect Out-of-Distribution Data

Feb-10-2026, 23:58:03 GMT–Neural Information Processing Systems

We identify mechanisms through which normalizing flows can simultaneously increase likelihood for all structured images.

artificial intelligence, likelihood, machine learning, (16 more...)

Neural Information Processing Systems

Feb-10-2026, 23:58:03 GMT

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Country:
- Europe > Italy
  - Calabria > Catanzaro Province > Catanzaro (0.04)
- North America > Canada (0.04)

Technology:
- Information Technology
  - Artificial Intelligence
    - Machine Learning
      - Neural Networks > Deep Learning (0.69)
      - Performance Analysis > Accuracy (0.46)
    - Representation & Reasoning (1.00)
  - Sensing and Signal Processing > Image Processing (0.68)