scholarly journals Mixed-Signal Charge-Domain Acceleration of Deep Neural Networks through Interleaved Bit-Partitioned Arithmetic

2020 ◽  
Author(s):  
Soroush Ghodrati ◽  
Hardik Sharma ◽  
Sean Kinzer ◽  
Amir Yazdanbakhsh ◽  
Jongse Park ◽  
...  
Keyword(s):  
Neural Networks ◽  
Deep Neural Networks ◽  
Mixed Signal

scholarly journals Exploiting Inherent Error Resiliency of Deep Neural Networks to Achieve Extreme Energy Efficiency Through Mixed-Signal Neurons

2019 ◽  
Vol 27 (6) ◽  
pp. 1365-1377 ◽  
Author(s):  
Baibhab Chatterjee ◽  
Priyadarshini Panda ◽  
Shovan Maity ◽  
Ayan Biswas ◽  
Kaushik Roy ◽  
...  
Keyword(s):  
Neural Networks ◽  
Energy Efficiency ◽  
Deep Neural Networks ◽  
Mixed Signal ◽  
Error Resiliency ◽  
Inherent Error

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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