Deep learning systems as complex networks

Deep learning systems as complex networks

28 September 2018

Alberto Testolin

Michele Piccolini

ArXiv (abs)PDF HTML

Papers citing "Deep learning systems as complex networks"

11 / 11 papers shown

Title
Self-similarity Analysis in Deep Neural Networks Jingyi Ding Chengwen Qi Hongfei Wang J. Wu Licheng Jiao Yuwei Guo Jian Gao 55 0 0 23 Jul 2025
Deep Neural Networks via Complex Network Theory: a Perspective Emanuele La Malfa G. Malfa Giuseppe Nicosia Vito Latora GNN 85 3 0 17 Apr 2024
Deep Neural Networks as Complex Networks Emanuele La Malfa G. Malfa Claudio Caprioli Giuseppe Nicosia Vito Latora PINN GNN 88 4 0 12 Sep 2022
The Neural Race Reduction: Dynamics of Abstraction in Gated Networks Andrew M. Saxe Shagun Sodhani Sam Lewallen AI4CE 114 43 0 21 Jul 2022
Improving Deep Neural Network Random Initialization Through Neuronal Rewiring Leonardo F. S. Scabini B. De Baets Odemir M. Bruno AI4CE 113 8 0 17 Jul 2022
A developmental approach for training deep belief networks Matteo Zambra Alberto Testolin Marco Zorzi 36 14 0 12 Jul 2022
Quantifying Local Specialization in Deep Neural Networks Shlomi Hod Daniel Filan Stephen Casper Andrew Critch Stuart J. Russell 124 11 0 13 Oct 2021
Characterizing Learning Dynamics of Deep Neural Networks via Complex Networks Emanuele La Malfa G. Malfa Giuseppe Nicosia Vito Latora 73 12 0 06 Oct 2021
Structure and Performance of Fully Connected Neural Networks: Emerging Complex Network Properties Leonardo F. S. Scabini Odemir M. Bruno GNN 59 64 0 29 Jul 2021
Emergence of Network Motifs in Deep Neural Networks Matteo Zambra Alberto Testolin A. Maritan GNN 66 14 0 27 Dec 2019
ResNetX: a more disordered and deeper network architecture Wenfeng Feng Xin Zhang Guangpeng Zhao 61 3 0 18 Dec 2019