Dynamical stability and chaos in artificial neural network trajectories along training

8 April 2024

Papers citing "Dynamical stability and chaos in artificial neural network trajectories along training"

8 / 8 papers shown

Title
Towards certification: A complete statistical validation pipeline for supervised learning in industry Lucas Lacasa Abel Pardo Pablo Arbelo Miguel Sánchez Pablo Yeste ... Alejandro Martínez-Cava G. Rubio Ignacio Gómez E. Valero Javier de Vicente AI4CE 45 1 0 04 Nov 2024
Gradient Descent on Logistic Regression with Non-Separable Data and Large Step Sizes Si Yi Meng Antonio Orvieto Daniel Yiming Cao Christopher De Sa 32 1 0 07 Jun 2024
Type-II Saddles and Probabilistic Stability of Stochastic Gradient Descent Liu Ziyin Botao Li Tomer Galanti Masakuni Ueda 37 7 0 23 Mar 2023
Deep Neural Networks as Complex Networks Emanuele La Malfa G. Malfa Claudio Caprioli Giuseppe Nicosia Vito Latora PINN GNN 45 4 0 12 Sep 2022
Characterizing Learning Dynamics of Deep Neural Networks via Complex Networks Emanuele La Malfa G. Malfa Giuseppe Nicosia Vito Latora 30 10 0 06 Oct 2021
Stochastic Training is Not Necessary for Generalization Jonas Geiping Micah Goldblum Phillip E. Pope Michael Moeller Tom Goldstein 89 72 0 29 Sep 2021
Optimal input representation in neural systems at the edge of chaos Guillermo B. Morales M. A. Muñoz AAML 40 17 0 12 Jul 2021
The Loss Surfaces of Multilayer Networks A. Choromańska Mikael Henaff Michaël Mathieu Gerard Ben Arous Yann LeCun ODL 183 1,185 0 30 Nov 2014