Lipschitz constant estimation for 1D convolutional neural networks

28 November 2022

Papers citing "Lipschitz constant estimation for 1D convolutional neural networks"

11 / 11 papers shown

Title
Improved Scalable Lipschitz Bounds for Deep Neural Networks U. Syed Bin Hu BDL 56 0 0 18 Mar 2025
LipKernel: Lipschitz-Bounded Convolutional Neural Networks via Dissipative Layers Patricia Pauli Ruigang Wang I. Manchester Frank Allgöwer 35 2 0 29 Oct 2024
LaDTalk: Latent Denoising for Synthesizing Talking Head Videos with High Frequency Details Jian Yang Xukun Wang Wentao Wang Guoming Li Qihang Fang Ruihong Yuan Tianyang Wang Jason Zhaoxin Fan Yeying Jin Zhaoxin Fan VGen 47 1 0 01 Oct 2024
A Complete Set of Quadratic Constraints for Repeated ReLU and Generalizations Sahel Vahedi Noori Bin Hu Geir Dullerud Peter M. Seiler 36 0 0 09 Jul 2024
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 Patricia Pauli Dennis Gramlich Frank Allgöwer 25 2 0 18 Mar 2024
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
RobustNeuralNetworks.jl: a Package for Machine Learning and Data-Driven Control with Certified Robustness Nicholas H. Barbara Max Revay Ruigang Wang Jing Cheng I. Manchester OOD 16 4 0 22 Jun 2023
Lipschitz-bounded 1D convolutional neural networks using the Cayley transform and the controllability Gramian Patricia Pauli Ruigang Wang I. Manchester Frank Allgöwer 32 8 0 20 Mar 2023
Convolutional Neural Networks as 2-D systems Dennis Gramlich Patricia Pauli C. Scherer Frank Allgöwer C. Ebenbauer 3DV 30 8 0 06 Mar 2023
Direct Parameterization of Lipschitz-Bounded Deep Networks Ruigang Wang I. Manchester 22 41 0 27 Jan 2023