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

Frank Allgöwer

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

13 / 13 papers shown

Title
A Unified Algebraic Perspective on Lipschitz Neural Networks Alexandre Araujo Aaron J. Havens Blaise Delattre A. Allauzen Bin Hu AAML 60 56 0 06 Mar 2023
Lipschitz constant estimation for 1D convolutional neural networks Patricia Pauli Dennis Gramlich Frank Allgöwer 38 12 0 28 Nov 2022
Neural network training under semidefinite constraints Patricia Pauli Niklas Funcke Dennis Gramlich Mohamed Amine Msalmi Frank Allgöwer GAN 37 13 0 03 Jan 2022
Orthogonalizing Convolutional Layers with the Cayley Transform Asher Trockman J. Zico Kolter 59 113 0 14 Apr 2021
Training robust neural networks using Lipschitz bounds Patricia Pauli Anne Koch J. Berberich Paul Kohler Frank Allgöwer 59 160 0 06 May 2020
Efficient and Accurate Estimation of Lipschitz Constants for Deep Neural Networks Mahyar Fazlyab Alexander Robey Hamed Hassani M. Morari George J. Pappas 87 457 0 12 Jun 2019
1D Convolutional Neural Networks and Applications: A Survey S. Kiranyaz Onur Avcı Osama Abdeljaber T. Ince Moncef Gabbouj D. Inman 3DV 68 1,925 0 09 May 2019
Sorting out Lipschitz function approximation Cem Anil James Lucas Roger C. Grosse 86 321 0 13 Nov 2018
Regularisation of Neural Networks by Enforcing Lipschitz Continuity Henry Gouk E. Frank Bernhard Pfahringer M. Cree 170 477 0 12 Apr 2018
Towards Deep Learning Models Resistant to Adversarial Attacks Aleksander Madry Aleksandar Makelov Ludwig Schmidt Dimitris Tsipras Adrian Vladu SILM OOD 301 12,063 0 19 Jun 2017
WaveNet: A Generative Model for Raw Audio Aaron van den Oord Sander Dieleman Heiga Zen Karen Simonyan Oriol Vinyals Alex Graves Nal Kalchbrenner A. Senior Koray Kavukcuoglu DiffM 401 7,391 0 12 Sep 2016
Recent Advances in Convolutional Neural Networks Jiuxiang Gu Zhenhua Wang Jason Kuen Lianyang Ma Amir Shahroudy ... Xingxing Wang Li Wang Gang Wang Jianfei Cai Tsuhan Chen 188 5,210 0 22 Dec 2015
Intriguing properties of neural networks Christian Szegedy Wojciech Zaremba Ilya Sutskever Joan Bruna D. Erhan Ian Goodfellow Rob Fergus AAML 268 14,912 1 21 Dec 2013