Time-Independent Information-Theoretic Generalization Bounds for SGLD.
Futoshi FutamiMasahiro FujisawaPublished in: CoRR (2023)
Keyphrases
- information theoretic
- generalization bounds
- information theory
- data dependent
- mutual information
- learning theory
- generalization ability
- ranking algorithm
- model selection
- statistical learning theory
- learning problems
- linear classifiers
- vc dimension
- kernel machines
- learning machines
- ranking functions
- neural network
- sample complexity
- image registration
- machine learning