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Lipschitz constant estimation for general neural network architectures
  using control tools

Lipschitz constant estimation for general neural network architectures using control tools

2 May 2024
Patricia Pauli
Dennis Gramlich
Frank Allgöwer
ArXivPDFHTML

Papers citing "Lipschitz constant estimation for general neural network architectures using control tools"

5 / 5 papers shown
Title
Improved Scalable Lipschitz Bounds for Deep Neural Networks
Improved Scalable Lipschitz Bounds for Deep Neural Networks
U. Syed
Bin Hu
BDL
54
0
0
18 Mar 2025
LipKernel: Lipschitz-Bounded Convolutional Neural Networks via
  Dissipative Layers
LipKernel: Lipschitz-Bounded Convolutional Neural Networks via Dissipative Layers
Patricia Pauli
Ruigang Wang
I. Manchester
Frank Allgöwer
35
2
0
29 Oct 2024
A Complete Set of Quadratic Constraints for Repeated ReLU and
  Generalizations
A Complete Set of Quadratic Constraints for Repeated ReLU and Generalizations
Sahel Vahedi Noori
Bin Hu
Geir Dullerud
Peter M. Seiler
29
0
0
09 Jul 2024
State space representations of the Roesser type for convolutional layers
State space representations of the Roesser type for convolutional layers
Patricia Pauli
Dennis Gramlich
Frank Allgöwer
20
2
0
18 Mar 2024
Globally-Robust Neural Networks
Globally-Robust Neural Networks
Klas Leino
Zifan Wang
Matt Fredrikson
AAML
OOD
80
125
0
16 Feb 2021
1