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 43 0 0 03 Mar 2025
Topological Neural Networks go Persistent, Equivariant, and Continuous Yogesh Verma Amauri H Souza Vikas K. Garg AI4CE 38 4 0 05 Jun 2024
Deep linear networks for regression are implicitly regularized towards flat minima Pierre Marion Lénaic Chizat ODL 26 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 33 2 0 14 Mar 2024
Differential Equations for Continuous-Time Deep Learning Lars Ruthotto AI4TS AI4CE SyDa BDL 30 7 0 08 Jan 2024
Meta-Prior: Meta learning for Adaptive Inverse Problem Solvers M. Terris Thomas Moreau 24 0 0 30 Nov 2023
Approximating Langevin Monte Carlo with ResNet-like Neural Network architectures Charles Miranda Janina Enrica Schutte David Sommer Martin Eigel 26 3 0 06 Nov 2023
Implicit regularization of deep residual networks towards neural ODEs P. Marion Yu-Han Wu Michael E. Sander Gérard Biau 27 14 0 03 Sep 2023
A Novel Convolutional Neural Network Architecture with a Continuous Symmetry Y. Liu Han-Juan Shao Bing Bai AI4CE 24 2 0 03 Aug 2023
PAC bounds of continuous Linear Parameter-Varying systems related to neural ODEs Dániel Rácz M. Petreczky Bálint Daróczy 55 0 0 07 Jul 2023
Vocabulary for Universal Approximation: A Linguistic Perspective of Mapping Compositions Yongqiang Cai CoGe 75 6 0 20 May 2023
Generalization bounds for neural ordinary differential equations and deep residual networks P. Marion 30 18 0 11 May 2023
Asymptotic Analysis of Deep Residual Networks R. Cont Alain Rossier Renyuan Xu 19 4 0 15 Dec 2022
Vanilla Feedforward Neural Networks as a Discretization of Dynamical Systems Yifei Duan Liang Li Guanghua Ji Yongqiang Cai 21 5 0 22 Sep 2022
Scaling ResNets in the Large-depth Regime P. Marion Adeline Fermanian Gérard Biau Jean-Philippe Vert 26 16 0 14 Jun 2022
ResNet strikes back: An improved training procedure in timm Ross Wightman Hugo Touvron Hervé Jégou AI4TS 209 487 0 01 Oct 2021
Lagrangian Neural Networks M. Cranmer S. Greydanus Stephan Hoyer Peter W. Battaglia D. Spergel S. Ho PINN 130 422 0 10 Mar 2020