Neural network training under semidefinite constraints
Author:
Affiliation:
1. University of Stuttgart,Institute for Systems Theory and Automatic Control,Stuttgart,Germany,70569
2. RWTH Aachen,Chair of Intelligent Control Systems,Aachen,Germany,52074
Funder
Deutsche Forschungsgemeinschaft
Publisher
IEEE
Link
http://xplorestaging.ieee.org/ielx7/9992315/9992317/09992331.pdf?arnumber=9992331
Reference26 articles.
1. Robustness analysis and training of recurrent neural networks using dissipativity theory
2. A Convex Parameterization of Robust Recurrent Neural Networks
3. Exploiting sparsity for neural network verification;newton;Proc L4DC,2021
4. Imitation learning with stability and safety guarantees;yin;Syst Contr Lett,2021
5. Training Robust Neural Networks Using Lipschitz Bounds
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