TIME: A Training-in-Memory Architecture for RRAM-Based Deep Neural Networks

2019 ◽  
Vol 38 (5) ◽  
pp. 834-847 ◽  
Author(s):  
Ming Cheng ◽  
Lixue Xia ◽  
Zhenhua Zhu ◽  
Yi Cai ◽  
Yuan Xie ◽  
...  
Keyword(s):  
Neural Networks ◽  
Deep Neural Networks ◽  
Memory Architecture

scholarly journals A Scalable Near-Memory Architecture for Training Deep Neural Networks on Large In-Memory Datasets

2019 ◽  
Vol 68 (4) ◽  
pp. 484-497 ◽  
Author(s):  
Fabian Schuiki ◽  
Michael Schaffner ◽  
Frank K. Gurkaynak ◽  
Luca Benini
Keyword(s):  
Neural Networks ◽  
Deep Neural Networks ◽  
Memory Architecture

An MRAM-Based Deep In-Memory Architecture for Deep Neural Networks

2019 ◽  
Author(s):  
Ameya D. Patil ◽  
Haocheng Hua ◽  
Sujan Gonugondla ◽  
Mingu Kang ◽  
Naresh R. Shanbhag
Keyword(s):  
Neural Networks ◽  
Deep Neural Networks ◽  
Memory Architecture

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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