Convergence analysis for gradient flows in the training of artificial neural networks with ReLU activation

9 July 2021

Papers citing "Convergence analysis for gradient flows in the training of artificial neural networks with ReLU activation"

11 / 11 papers shown

Title
Convergence of Shallow ReLU Networks on Weakly Interacting Data Léo Dana Francis R. Bach Loucas Pillaud-Vivien MLT 62 1 0 24 Feb 2025
Predicting the fatigue life of asphalt concrete using neural networks Jakub Houlík Jan Valentin Vaclav Nezerka AI4CE 24 0 0 03 Jun 2024
Non-convergence to global minimizers for Adam and stochastic gradient descent optimization and constructions of local minimizers in the training of artificial neural networks Arnulf Jentzen Adrian Riekert 38 4 0 07 Feb 2024
A convergence result of a continuous model of deep learning via Łojasiewicz--Simon inequality Noboru Isobe 16 2 0 26 Nov 2023
Learning a Neuron by a Shallow ReLU Network: Dynamics and Implicit Bias for Correlated Inputs D. Chistikov Matthias Englert R. Lazic MLT 36 12 0 10 Jun 2023
Operator theory, kernels, and Feedforward Neural Networks P. Jorgensen Myung-Sin Song James Tian 35 0 0 03 Jan 2023
Normalized gradient flow optimization in the training of ReLU artificial neural networks Simon Eberle Arnulf Jentzen Adrian Riekert G. Weiss 31 0 0 13 Jul 2022
Convergence proof for stochastic gradient descent in the training of deep neural networks with ReLU activation for constant target functions Martin Hutzenthaler Arnulf Jentzen Katharina Pohl Adrian Riekert Luca Scarpa MLT 34 6 0 13 Dec 2021
Existence, uniqueness, and convergence rates for gradient flows in the training of artificial neural networks with ReLU activation Simon Eberle Arnulf Jentzen Adrian Riekert G. Weiss 36 12 0 18 Aug 2021
A proof of convergence for the gradient descent optimization method with random initializations in the training of neural networks with ReLU activation for piecewise linear target functions Arnulf Jentzen Adrian Riekert 33 13 0 10 Aug 2021
Landscape analysis for shallow neural networks: complete classification of critical points for affine target functions Patrick Cheridito Arnulf Jentzen Florian Rossmannek 24 10 0 19 Mar 2021