On the Omnipresence of Spurious Local Minima in Certain Neural Network Training Problems

23 February 2022

Papers citing "On the Omnipresence of Spurious Local Minima in Certain Neural Network Training Problems"

6 / 6 papers shown

Title
Non-convergence to the optimal risk for Adam and stochastic gradient descent optimization in the training of deep neural networks Thang Do Arnulf Jentzen Adrian Riekert 58 1 0 03 Mar 2025
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 41 4 0 07 Feb 2024
On the Impact of Overparameterization on the Training of a Shallow Neural Network in High Dimensions Simon Martin Francis Bach Giulio Biroli 31 9 0 07 Nov 2023
On the Identification and Optimization of Nonsmooth Superposition Operators in Semilinear Elliptic PDEs C. Christof Julia Kowalczyk 9 1 0 08 Jun 2023
On the existence of optimal shallow feedforward networks with ReLU activation Steffen Dereich Sebastian Kassing 30 4 0 06 Mar 2023
On the existence of minimizers in shallow residual ReLU neural network optimization landscapes Steffen Dereich Arnulf Jentzen Sebastian Kassing 29 6 0 28 Feb 2023