A PAC-Bayesian Generalization Bound for Equivariant Networks Arash Behboodi Qualcomm AI Research, Amsterdam

Nov-20-2025, 08:41:44 GMT–Neural Information Processing Systems

In this paper, we study how equivariance relates to generalization error utilizing P AC Bayesian analysis for equivariant networks, where the transformation laws of feature spaces are determined by group representations.

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

Neural Information Processing Systems

Nov-20-2025, 08:41:44 GMT

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Country:
- Europe > Netherlands > North Holland > Amsterdam (0.40)

Genre:
- Research Report (0.68)

Industry:
- Semiconductors & Electronics (0.41)
- Telecommunications (0.41)

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

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A PAC-Bayesian Generalization Bound for Equivariant Networks Arash Behboodi Qualcomm AI Research, Amsterdam

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