Deep Neural Networks with Trainable Activations and Controlled Lipschitz
Constant

Deep Neural Networks with Trainable Activations and Controlled Lipschitz Constant

17 January 2020

Shayan Aziznejad

Papers citing "Deep Neural Networks with Trainable Activations and Controlled Lipschitz Constant"

13 / 13 papers shown

Title
1-Lipschitz Neural Networks are more expressive with N-Activations Bernd Prach Christoph H. Lampert AAML FAtt 26 0 0 10 Nov 2023
Deep Stochastic Mechanics Elena Orlova Aleksei Ustimenko Ruoxi Jiang Peter Y. Lu Rebecca Willett DiffM 54 0 0 31 May 2023
Uncertainty Estimation and Out-of-Distribution Detection for Deep Learning-Based Image Reconstruction using the Local Lipschitz D. Bhutto Bo Zhu J. Liu Neha Koonjoo H. Li Bruce Rosen Matthew S. Rosen UQCV OOD 15 2 0 12 May 2023
When Deep Learning Meets Polyhedral Theory: A Survey Joey Huchette Gonzalo Muñoz Thiago Serra Calvin Tsay AI4CE 96 33 0 29 Apr 2023
Learning Gradually Non-convex Image Priors Using Score Matching Erich Kobler Thomas Pock 40 3 0 21 Feb 2023
Improving Lipschitz-Constrained Neural Networks by Learning Activation Functions Stanislas Ducotterd Alexis Goujon Pakshal Bohra Dimitris Perdios Sebastian Neumayer M. Unser 37 12 0 28 Oct 2022
Approximation of Lipschitz Functions using Deep Spline Neural Networks Sebastian Neumayer Alexis Goujon Pakshal Bohra M. Unser 47 16 0 13 Apr 2022
A Quantitative Geometric Approach to Neural-Network Smoothness Zehao Wang Gautam Prakriya S. Jha 43 13 0 02 Mar 2022
Measuring Complexity of Learning Schemes Using Hessian-Schatten Total Variation Shayan Aziznejad Joaquim Campos M. Unser 27 9 0 12 Dec 2021
Provable Lipschitz Certification for Generative Models Matt Jordan A. Dimakis 22 14 0 06 Jul 2021
Augmented Shortcuts for Vision Transformers Yehui Tang Kai Han Chang Xu An Xiao Yiping Deng Chao Xu Yunhe Wang ViT 19 39 0 30 Jun 2021
What Kinds of Functions do Deep Neural Networks Learn? Insights from Variational Spline Theory Rahul Parhi Robert D. Nowak MLT 38 70 0 07 May 2021
CLIP: Cheap Lipschitz Training of Neural Networks Leon Bungert René Raab Tim Roith Leo Schwinn Daniel Tenbrinck 32 32 0 23 Mar 2021