Universal approximation property of ODENet and ResNet with a single activation function

22 October 2024

Papers citing "Universal approximation property of ODENet and ResNet with a single activation function"

13 / 13 papers shown

Title
Learning on Manifolds: Universal Approximations Properties using Geometric Controllability Conditions for Neural ODEs Karthik Elamvazhuthi Xuechen Zhang Samet Oymak Fabio Pasqualetti AI4CE 51 6 0 15 May 2023
Universal Approximation Properties for an ODENet and a ResNet: Mathematical Analysis and Numerical Experiments Yuto Aizawa M. Kimura Kazunori Matsui 16 2 0 22 Dec 2020
Universal Approximation Property of Neural Ordinary Differential Equations Takeshi Teshima Koichi Tojo Masahiro Ikeda Isao Ishikawa Kenta Oono 77 40 0 04 Dec 2020
Universal Approximation Power of Deep Residual Neural Networks via Nonlinear Control Theory Paulo Tabuada Bahman Gharesifard 99 26 0 12 Jul 2020
Deep Learning via Dynamical Systems: An Approximation Perspective Qianxiao Li Ting Lin Zuowei Shen AI4TS AI4CE 88 109 0 22 Dec 2019
Normalizing Flows for Probabilistic Modeling and Inference George Papamakarios Eric T. Nalisnick Danilo Jimenez Rezende S. Mohamed Balaji Lakshminarayanan TPM AI4CE 213 1,717 0 05 Dec 2019
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models Will Grathwohl Ricky T. Q. Chen J. Bettencourt Ilya Sutskever David Duvenaud DRL 158 881 0 02 Oct 2018
ResNet with one-neuron hidden layers is a Universal Approximator Hongzhou Lin Stefanie Jegelka 113 229 0 28 Jun 2018
Neural Ordinary Differential Equations T. Chen Yulia Rubanova J. Bettencourt David Duvenaud AI4CE 446 5,168 0 19 Jun 2018
Neural Network with Unbounded Activation Functions is Universal Approximator Sho Sonoda Noboru Murata 70 336 0 14 May 2015
Convolutional Neural Networks at Constrained Time Cost Kaiming He Jian Sun 3DV 88 1,292 0 04 Dec 2014
Going Deeper with Convolutions Christian Szegedy Wei Liu Yangqing Jia P. Sermanet Scott E. Reed Dragomir Anguelov D. Erhan Vincent Vanhoucke Andrew Rabinovich 494 43,698 0 17 Sep 2014
Deep Learning in Neural Networks: An Overview Jürgen Schmidhuber HAI 250 16,378 0 30 Apr 2014