Neural ODEs as the Deep Limit of ResNets with constant weights

28 June 2019

Papers citing "Neural ODEs as the Deep Limit of ResNets with constant weights"

8 / 8 papers shown

Title
A multilevel approach to accelerate the training of Transformers Guillaume Lauga Maël Chaumette Edgar Desainte-Maréville Étienne Lasalle Arthur Lebeurrier AI4CE 40 0 0 24 Apr 2025
Enhancing Low-Order Discontinuous Galerkin Methods with Neural Ordinary Differential Equations for Compressible Navier--Stokes Equations Shinhoo Kang Emil M. Constantinescu AI4CE 22 0 0 29 Oct 2023
Learning via nonlinear conjugate gradients and depth-varying neural ODEs George Baravdish Gabriel Eilertsen Rym Jaroudi B. Johansson Lukávs Malý Jonas Unger 16 3 0 11 Feb 2022
Deep limits and cut-off phenomena for neural networks B. Avelin A. Karlsson AI4CE 30 2 0 21 Apr 2021
Adversarial Robustness of Stabilized NeuralODEs Might be from Obfuscated Gradients Yifei Huang Yaodong Yu Hongyang R. Zhang Yi Ma Yuan Yao AAML 29 26 0 28 Sep 2020
STEER: Simple Temporal Regularization For Neural ODEs Arna Ghosh Harkirat Singh Behl Emilien Dupont Philip H. S. Torr Vinay P. Namboodiri BDL AI4TS 27 74 0 18 Jun 2020
A Mean-field Analysis of Deep ResNet and Beyond: Towards Provable Optimization Via Overparameterization From Depth Yiping Lu Chao Ma Yulong Lu Jianfeng Lu Lexing Ying MLT 36 78 0 11 Mar 2020
Machine Learning from a Continuous Viewpoint E. Weinan Chao Ma Lei Wu 23 102 0 30 Dec 2019