PAC-Bayes Generalisation Bounds for Dynamical Systems including Stable RNNs.
Deividas EringisJohn LethZheng-Hua TanRafael WisniewskiMihály PetreczkyPublished in: AAAI (2024)
Keyphrases
- dynamical systems
- pac bayes
- risk bounds
- recurrent neural networks
- generalization bounds
- data dependent
- linear classifiers
- state space
- generalization ability
- empirical risk minimization
- nonlinear dynamical systems
- predictive state representations
- neural network
- model selection
- artificial neural networks
- learning algorithm
- machine learning