Vortex: Variation-aware training for memristor X-bar
Beiye Liu, Hai Li, Yiran Chen, Xin Li, Qing Wu, Tingwen Huang
Published in 2015 52nd ACM/EDAC/IEEE Design Automation Conference (DAC) (01.06.2015)
Published in 2015 52nd ACM/EDAC/IEEE Design Automation Conference (DAC) (01.06.2015)
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Conference Proceeding
Harmonica: A Framework of Heterogeneous Computing Systems With Memristor-Based Neuromorphic Computing Accelerators
Xiaoxiao Liu, Mengjie Mao, Beiye Liu, Boxun Li, Yu Wang, Hao Jiang, Barnell, Mark, Qing Wu, Jianhua Yang, Hai Li, Yiran Chen
Published in IEEE transactions on circuits and systems. I, Regular papers (01.05.2016)
Published in IEEE transactions on circuits and systems. I, Regular papers (01.05.2016)
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Journal Article
A spiking neuromorphic design with resistive crossbar
Chenchen Liu, Bonan Yan, Chaofei Yang, Linghao Song, Zheng Li, Beiye Liu, Yiran Chen, Hai Li, Qing Wu, Hao Jiang
Published in 2015 52nd ACM/EDAC/IEEE Design Automation Conference (DAC) (01.06.2015)
Published in 2015 52nd ACM/EDAC/IEEE Design Automation Conference (DAC) (01.06.2015)
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Conference Proceeding
RENO: A high-efficient reconfigurable neuromorphic computing accelerator design
Xiaoxiao Liu, Mengjie Mao, Beiye Liu, Hai Li, Yiran Chen, Boxun Li, Yu Wang, Hao Jiang, Barnell, Mark, Qing Wu, Jianhua Yang
Published in 2015 52nd ACM/EDAC/IEEE Design Automation Conference (DAC) (01.06.2015)
Published in 2015 52nd ACM/EDAC/IEEE Design Automation Conference (DAC) (01.06.2015)
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Conference Proceeding
Group Scissor: Scaling neuromorphic computing design to large neural networks
Yandan Wang, Wei Wen, Beiye Liu, Chiarulli, Donald, Hai Li
Published in 2017 54th ACM/EDAC/IEEE Design Automation Conference (DAC) (01.06.2017)
Published in 2017 54th ACM/EDAC/IEEE Design Automation Conference (DAC) (01.06.2017)
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Conference Proceeding
An EDA framework for large scale hybrid neuromorphic computing systems
Wei Wen, Chi-Ruo Wu, Xiaofang Hu, Beiye Liu, Tsung-Yi Ho, Xin Li, Yiran Chen
Published in 2015 52nd ACM/EDAC/IEEE Design Automation Conference (DAC) (01.06.2015)
Published in 2015 52nd ACM/EDAC/IEEE Design Automation Conference (DAC) (01.06.2015)
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Conference Proceeding
Security of neuromorphic computing: Thwarting learning attacks using memristor's obsolescence effect
Chaofei Yang, Beiye Liu, Hai Li, Yiran Chen, Barnell, Mark, Qing Wu, Wujie Wen, Rajendran, Jeyavijayan
Published in 2016 IEEE/ACM International Conference on Computer-Aided Design (ICCAD) (01.11.2016)
Published in 2016 IEEE/ACM International Conference on Computer-Aided Design (ICCAD) (01.11.2016)
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Conference Proceeding
Digital-assisted noise-eliminating training for memristor crossbar-based analog neuromorphic computing engine
Liu, Beiye, Hu, Miao, Li, Hai, Mao, Zhi-Hong, Chen, Yiran, Huang, Tingwen, Zhang, Wei
Published in 2013 50th ACM/EDAC/IEEE Design Automation Conference (DAC) (29.05.2013)
Published in 2013 50th ACM/EDAC/IEEE Design Automation Conference (DAC) (29.05.2013)
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Conference Proceeding
Statistical memristor modeling and case study in neuromorphic computing
Pino, Robinson E., Li, Hai (Helen), Chen, Yiran, Hu, Miao, Liu, Beiye
Published in DAC Design Automation Conference 2012 (03.06.2012)
Published in DAC Design Automation Conference 2012 (03.06.2012)
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Conference Proceeding
The applications of memristor devices in next-generation cortical processor designs
Hai Li, Beiye Liu, Xiaoxiao Liu, Mengjie Mao, Yiran Chen, Qing Wu, Qinru Qiu
Published in 2015 IEEE International Symposium on Circuits and Systems (ISCAS) (01.05.2015)
Published in 2015 IEEE International Symposium on Circuits and Systems (ISCAS) (01.05.2015)
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Conference Proceeding
Cloning your mind: Security challenges in cognitive system designs and their solutions
Beiye Liu, Chunpeng Wu, Hai Li, Yiran Chen, Qing Wu, Barnell, Mark, Qinru Qiu
Published in 2015 52nd ACM/EDAC/IEEE Design Automation Conference (DAC) (01.06.2015)
Published in 2015 52nd ACM/EDAC/IEEE Design Automation Conference (DAC) (01.06.2015)
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Conference Proceeding
Bio-inspired computing with resistive memories - models, architectures and applications
Qing Wu, Beiye Liu, Yiran Chen, Hai Li, Qiuwen Chen, Qinru Qiu
Published in 2014 IEEE International Symposium on Circuits and Systems (ISCAS) (01.06.2014)
Published in 2014 IEEE International Symposium on Circuits and Systems (ISCAS) (01.06.2014)
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Conference Proceeding
Reduction and IR-drop compensations techniques for reliable neuromorphic computing systems
Beiye Liu, Hai Li, Yiran Chen, Xin Li, Tingwen Huang, Qing Wu, Barnell, Mark
Published in 2014 IEEE/ACM International Conference on Computer-Aided Design (ICCAD) (01.11.2014)
Published in 2014 IEEE/ACM International Conference on Computer-Aided Design (ICCAD) (01.11.2014)
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Conference Proceeding
Active compensation technique for the thin-film transistor variations and OLED aging of mobile device displays
Chen, Xiang, Liu, Beiye, Chen, Yiran, Zhao, Mengying, Xue, Chun Jason, Guo, Xiaojun
Published in 2012 IEEE/ACM International Conference on Computer-Aided Design (ICCAD) (05.11.2012)
Published in 2012 IEEE/ACM International Conference on Computer-Aided Design (ICCAD) (05.11.2012)
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Conference Proceeding
Thwarting Replication Attack Against Memristor-Based Neuromorphic Computing System
Yang, Chaofei, Liu, Beiye, Li, Hai, Chen, Yiran, Barnell, Mark, Wu, Qing, Wen, Wujie, Rajendran, Jeyavijayan
Published in IEEE transactions on computer-aided design of integrated circuits and systems (01.10.2020)
Published in IEEE transactions on computer-aided design of integrated circuits and systems (01.10.2020)
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Journal Article
Security of neuromorphic systems: Challenges and solutions
Beiye Liu, Chaofei Yang, Hai Li, Yiran Chen, Qing Wu, Barnell, Mark
Published in 2016 IEEE International Symposium on Circuits and Systems (ISCAS) (01.05.2016)
Published in 2016 IEEE International Symposium on Circuits and Systems (ISCAS) (01.05.2016)
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Conference Proceeding
Design techniques of eNVM-enabled neuromorphic computing systems
Chang Song, Beiye Liu, Chenchen Liu, Hai Li, Yiran Chen
Published in 2016 IEEE 34th International Conference on Computer Design (ICCD) (01.10.2016)
Published in 2016 IEEE 34th International Conference on Computer Design (ICCD) (01.10.2016)
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Conference Proceeding
The applications of NVM technology in hardware security
Chaofei Yang, Beiye Liu, Yandan Wang, Yiran Chen, Hai Li, Xian Zhang, Guangyu Sun
Published in 2016 International Great Lakes Symposium on VLSI (GLSVLSI) (18.05.2016)
Published in 2016 International Great Lakes Symposium on VLSI (GLSVLSI) (18.05.2016)
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Conference Proceeding
Reconfigurable Neuromorphic Computing System with Memristor-Based Synapse Design
Liu, Beiye, Chen, Yiran, Wysocki, Bryant, Huang, Tingwen
Published in Neural processing letters (01.04.2015)
Published in Neural processing letters (01.04.2015)
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Journal Article