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Lipschitz-bounded 1D convolutional neural networks using the Cayley
  transform and the controllability Gramian

Lipschitz-bounded 1D convolutional neural networks using the Cayley transform and the controllability Gramian

20 March 2023
Patricia Pauli
Ruigang Wang
I. Manchester
Frank Allgöwer
ArXivPDFHTML

Papers citing "Lipschitz-bounded 1D convolutional neural networks using the Cayley transform and the controllability Gramian"

7 / 7 papers shown
Title
LipShiFT: A Certifiably Robust Shift-based Vision Transformer
LipShiFT: A Certifiably Robust Shift-based Vision Transformer
Rohan Menon
Nicola Franco
Stephan Günnemann
53
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
Lipschitz constant estimation for general neural network architectures
  using control tools
Lipschitz constant estimation for general neural network architectures using control tools
Patricia Pauli
Dennis Gramlich
Frank Allgöwer
33
4
0
02 May 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
25
2
0
18 Mar 2024
Novel Quadratic Constraints for Extending LipSDP beyond Slope-Restricted
  Activations
Novel Quadratic Constraints for Extending LipSDP beyond Slope-Restricted Activations
Patricia Pauli
Aaron J. Havens
Alexandre Araujo
Siddharth Garg
Farshad Khorrami
Frank Allgöwer
Bin Hu
38
4
0
25 Jan 2024
Learning Stable and Robust Linear Parameter-Varying State-Space Models
Learning Stable and Robust Linear Parameter-Varying State-Space Models
C. Verhoek
Ruigang Wang
R. Tóth
11
4
0
04 Apr 2023
Direct Parameterization of Lipschitz-Bounded Deep Networks
Direct Parameterization of Lipschitz-Bounded Deep Networks
Ruigang Wang
I. Manchester
22
41
0
27 Jan 2023
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