Search Results for author: John Rozen

Found 2 papers, 0 papers with code

Neural Network Training with Asymmetric Crosspoint Elements

no code implementations31 Jan 2022 Murat Onen, Tayfun Gokmen, Teodor K. Todorov, Tomasz Nowicki, Jesus A. del Alamo, John Rozen, Wilfried Haensch, Seyoung Kim

Analog crossbar arrays comprising programmable nonvolatile resistors are under intense investigation for acceleration of deep neural network training.

Total Energy

Zero-shifting Technique for Deep Neural Network Training on Resistive Cross-point Arrays

no code implementations24 Jul 2019 Hyungjun Kim, Malte Rasch, Tayfun Gokmen, Takashi Ando, Hiroyuki Miyazoe, Jae-Joon Kim, John Rozen, Seyoung Kim

By using this zero-shifting method, we show that network performance dramatically improves for imbalanced synapse devices.

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