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High-Throughput In-Memory Computing for Binary Deep Neural Networks with Monolithically Integrated RRAM and 90nm CMOS

Sep 16, 2019
Shihui Yin, Xiaoyu Sun, Shimeng Yu, Jae-sun Seo

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Automatic Compiler Based FPGA Accelerator for CNN Training

Aug 15, 2019
Shreyas Kolala Venkataramanaiah, Yufei Ma, Shihui Yin, Eriko Nurvithadhi, Aravind Dasu, Yu Cao, Jae-sun Seo

* 6 pages, 9 figures, paper accepted at FPL2019 conference 

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Minimizing Area and Energy of Deep Learning Hardware Design Using Collective Low Precision and Structured Compression

Apr 19, 2018
Shihui Yin, Gaurav Srivastava, Shreyas K. Venkataramanaiah, Chaitali Chakrabarti, Visar Berisha, Jae-sun Seo

* 2017 Asilomar Conference on Signals, Systems and Computers 

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Algorithm and Hardware Design of Discrete-Time Spiking Neural Networks Based on Back Propagation with Binary Activations

Sep 19, 2017
Shihui Yin, Shreyas K. Venkataramanaiah, Gregory K. Chen, Ram Krishnamurthy, Yu Cao, Chaitali Chakrabarti, Jae-sun Seo

* 2017 IEEE Biomedical Circuits and Systems (BioCAS) 

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