scholarly journals Characterizing Learning Dynamics of Deep Neural Networks via Complex Networks

2021 ◽  
Author(s):  
Emanuele La Malfa ◽  
Gabriele La Malfa ◽  
Giuseppe Nicosia ◽  
Vito Latora
Keyword(s):  
Neural Networks ◽  
Complex Networks ◽  
Deep Neural Networks ◽  
Learning Dynamics

Learning dynamics of kernel-based deep neural networks in manifolds

2021 ◽  
Vol 64 (11) ◽  
Author(s):  
Wei Wu ◽  
Xiaoyuan Jing ◽  
Wencai Du ◽  
Guoliang Chen
Keyword(s):  
Neural Networks ◽  
Deep Neural Networks ◽  
Learning Dynamics

Deep neural networks trained with heavier data augmentation learn features closer to representations in hIT

2018 ◽  
Author(s):  
Alex Hernández-García ◽  
Johannes Mehrer ◽  
Nikolaus Kriegeskorte ◽  
Peter König ◽  
Tim C. Kietzmann
Keyword(s):  
Neural Networks ◽  
Deep Neural Networks ◽  
Data Augmentation

Representation of adversarial images in deep neural networks and the human brain

2018 ◽  
Author(s):  
Chi Zhang ◽  
Xiaohan Duan ◽  
Ruyuan Zhang ◽  
Li Tong
Keyword(s):  
Neural Networks ◽  
Human Brain ◽  
Deep Neural Networks
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