Time-Independent Information-Theoretic Generalization Bounds for SGLD.
Futoshi FutamiMasahiro FujisawaPublished in: NeurIPS (2023)
Keyphrases
- information theoretic
- generalization bounds
- data dependent
- mutual information
- learning theory
- information theory
- generalization ability
- model selection
- linear classifiers
- vc dimension
- learning problems
- statistical learning theory
- ranking algorithm
- similarity measure
- feature selection
- ranking functions
- support vector machine svm
- semi supervised learning
- learning machines
- special case