Do Residual Neural Networks discretize Neural Ordinary Differential
Equations?

Do Residual Neural Networks discretize Neural Ordinary Differential Equations?

29 May 2022

Michael E. Sander

Pierre Ablin

Papers citing "Do Residual Neural Networks discretize Neural Ordinary Differential Equations?"

17 / 17 papers shown

Title
Statistical physics analysis of graph neural networks: Approaching optimality in the contextual stochastic block model O. Duranthon L. Zdeborová 41 0 0 03 Mar 2025
Topological Neural Networks go Persistent, Equivariant, and Continuous Yogesh Verma Amauri H Souza Vikas K. Garg AI4CE 27 4 0 05 Jun 2024
Deep linear networks for regression are implicitly regularized towards flat minima Pierre Marion Lénaic Chizat ODL 16 5 0 22 May 2024
Generalization of Scaled Deep ResNets in the Mean-Field Regime Yihang Chen Fanghui Liu Yiping Lu Grigorios G. Chrysos V. Cevher 20 2 0 14 Mar 2024
Differential Equations for Continuous-Time Deep Learning Lars Ruthotto AI4TS AI4CE SyDa BDL 20 7 0 08 Jan 2024
Meta-Prior: Meta learning for Adaptive Inverse Problem Solvers M. Terris Thomas Moreau 13 0 0 30 Nov 2023
Approximating Langevin Monte Carlo with ResNet-like Neural Network architectures Charles Miranda Janina Enrica Schutte David Sommer Martin Eigel 8 3 0 06 Nov 2023
Implicit regularization of deep residual networks towards neural ODEs P. Marion Yu-Han Wu Michael E. Sander Gérard Biau 17 14 0 03 Sep 2023
A Novel Convolutional Neural Network Architecture with a Continuous Symmetry Y. Liu Han-Juan Shao Bing Bai AI4CE 8 1 0 03 Aug 2023
PAC bounds of continuous Linear Parameter-Varying systems related to neural ODEs Dániel Rácz M. Petreczky Bálint Daróczy 42 0 0 07 Jul 2023
Vocabulary for Universal Approximation: A Linguistic Perspective of Mapping Compositions Yongqiang Cai CoGe 59 6 0 20 May 2023
Generalization bounds for neural ordinary differential equations and deep residual networks P. Marion 19 18 0 11 May 2023
Asymptotic Analysis of Deep Residual Networks R. Cont Alain Rossier Renyuan Xu 11 4 0 15 Dec 2022
Vanilla Feedforward Neural Networks as a Discretization of Dynamical Systems Yifei Duan Liang Li Guanghua Ji Yongqiang Cai 11 5 0 22 Sep 2022
Scaling ResNets in the Large-depth Regime P. Marion Adeline Fermanian Gérard Biau Jean-Philippe Vert 10 16 0 14 Jun 2022
ResNet strikes back: An improved training procedure in timm Ross Wightman Hugo Touvron Hervé Jégou AI4TS 198 477 0 01 Oct 2021
Lagrangian Neural Networks M. Cranmer S. Greydanus Stephan Hoyer Peter W. Battaglia D. Spergel S. Ho PINN 121 419 0 10 Mar 2020