Statistical memristor modeling and case study in neuromorphic computing. - Robinson E. Pino; Hai (Helen) Li; Yiran Chen 001; Miao Hu 002; Beiye Liu (DAC, 2012)

Active compensation technique for the thin-film transistor variations and OLED aging of mobile device displays. - Xiang Chen 010; Beiye Liu; Yiran Chen 001; Mengying Zhao; Chun Jason Xue; Xiaojun Guo (ICCAD, 2012)

The Circuit Realization of a Neuromorphic Computing System with Memristor-Based Synapse Design. - Beiye Liu; Yiran Chen 001; Bryant Wysocki; Tingwen Huang (ICONIP (1), 2012)

Bio-inspired ultra lower-power neuromorphic computing engine for embedded systems. - Beiye Liu; Miao Hu 002; Hai Li 001; Yiran Chen 001; Chun Xue 001 (CODES+ISSS, 2013)

Digital-assisted noise-eliminating training for memristor crossbar-based analog neuromorphic computing engine. - Beiye Liu; Miao Hu 002; Hai Li 001; Zhi-Hong Mao; Yiran Chen 001; Tingwen Huang; Wei Zhang 012 (DAC, 2013)

Reduction and IR-drop compensations techniques for reliable neuromorphic computing systems. - Beiye Liu; Hai Li 001; Yiran Chen 001; Xin Li 001; Tingwen Huang; Qing Wu 002; Mark Barnell (ICCAD, 2014)

Bio-inspired computing with resistive memories - models, architectures and applications. - Qing Wu 002; Beiye Liu; Yiran Chen 001; Hai Li 001; Qiuwen Chen; Qinru Qiu (ISCAS, 2014)

Vortex: variation-aware training for memristor X-bar. - Beiye Liu; Hai Li 001; Yiran Chen 001; Xin Li 001; Qing Wu 002; Tingwen Huang (DAC, 2015)

RENO: a high-efficient reconfigurable neuromorphic computing accelerator design. - Xiaoxiao Liu 001; Mengjie Mao; Beiye Liu; Hai Li 001; Yiran Chen 001; Boxun Li; Yu Wang 002; Hao Jiang 014; Mark Barnell; Qing Wu 002; Jianhua Joshua Yang (DAC, 2015)

Cloning your mind: security challenges in cognitive system designs and their solutions. - Beiye Liu; Chunpeng Wu; Hai Li 001; Yiran Chen 001; Qing Wu 002; Mark Barnell; Qinru Qiu (DAC, 2015)

A spiking neuromorphic design with resistive crossbar. - Chenchen Liu; Bonan Yan; Chaofei Yang; Linghao Song; Zheng Li; Beiye Liu; Yiran Chen 001; Hai Li 001; Qing Wu 002; Hao Jiang 014 (DAC, 2015)

An EDA framework for large scale hybrid neuromorphic computing systems. - Wei Wen; Chi-Ruo Wu; Xiaofang Hu; Beiye Liu; Tsung-Yi Ho; Xin Li 001; Yiran Chen 001 (DAC, 2015)

EDA Challenges for Memristor-Crossbar based Neuromorphic Computing. - Beiye Liu; Wei Wen; Yiran Chen 001; Xin Li 001; Chi-Ruo Wu; Tsung-Yi Ho (ACM Great Lakes Symposium on VLSI, 2015)

The applications of memristor devices in next-generation cortical processor designs. - Hai Li 001; Beiye Liu; Xiaoxiao Liu 001; Mengjie Mao; Yiran Chen 001; Qing Wu 002; Qinru Qiu (ISCAS, 2015)

Hardware acceleration for neuromorphic computing: An evolving view. - Beiye Liu; Xiaoxiao Liu 001; Chenchen Liu; Wei Wen; M. Meng; Hai Li 001; Yiran Chen 001 (NVMTS, 2015)

Reconfigurable Neuromorphic Computing System with Memristor-Based Synapse Design. - Beiye Liu; Yiran Chen 001; Bryant Wysocki; Tingwen Huang (Neural Process. Lett., 2015)

The Applications of NVM Technology in Hardware Security. - Chaofei Yang; Beiye Liu; Yandan Wang; Yiran Chen 001; Hai Li 001; Xian Zhang 001; Guangyu Sun 003 (ACM Great Lakes Symposium on VLSI, 2016)

Security of neuromorphic computing: thwarting learning attacks using memristor's obsolescence effect. - Chaofei Yang; Beiye Liu; Hai Li 001; Yiran Chen 001; Wujie Wen; Mark Barnell; Qing Wu 002; Jeyavijayan Rajendran (ICCAD, 2016)

Design techniques of eNVM-enabled neuromorphic computing systems. - Chang Song 001; Beiye Liu; Chenchen Liu; Hai Li 001; Yiran Chen 001 (ICCD, 2016)

Security of neuromorphic systems: Challenges and solutions. - Beiye Liu; Chaofei Yang; Hai Li 001; Yiran Chen 001; Qing Wu 002; Mark Barnell (ISCAS, 2016)

Exploring the optimal learning technique for IBM TrueNorth platform to overcome quantization loss. - Hsin-Pai Cheng; Wei Wen; Chang Song 001; Beiye Liu; Hai Li 001; Yiran Chen 001 (NANOARCH, 2016)

Harmonica: A Framework of Heterogeneous Computing Systems With Memristor-Based Neuromorphic Computing Accelerators. - Xiaoxiao Liu 001; Mengjie Mao; Beiye Liu; Boxun Li; Yu Wang 002; Hao Jiang 014; Mark Barnell; Qing Wu 002; Jianhua Joshua Yang; Hai Li 001; Yiran Chen 001 (IEEE Trans. Circuits Syst. I Regul. Pap., 2016)

Group Scissor: Scaling Neuromorphic Computing Design to Large Neural Networks. - Yandan Wang; Wei Wen; Beiye Liu; Donald M. Chiarulli; Hai (Helen) Li (DAC, 2017)

A quantization-aware regularized learning method in multilevel memristor-based neuromorphic computing system. - Chang Song 001; Beiye Liu; Wei Wen; Hai Li 001; Yiran Chen 001 (NVMSA, 2017)

Group Scissor: Scaling Neuromorphic Computing Design to Big Neural Networks. - Yandan Wang; Wei Wen; Beiye Liu; Donald M. Chiarulli; Hai Helen Li (CoRR, 2017)

Thwarting Replication Attack Against Memristor-Based Neuromorphic Computing System. - Chaofei Yang; Beiye Liu; Hai Li 001; Yiran Chen 001; Mark Barnell; Qing Wu 002; Wujie Wen; Jeyavijayan Rajendran (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2020)

Exploring Transfer Learning For End-to-End Spoken Language Understanding. - Subendhu Rongali; Beiye Liu; Liwei Cai; Konstantine Arkoudas; Chengwei Su; Wael Hamza (AAAI, 2021)

Alexa Teacher Model: Pretraining and Distilling Multi-Billion-Parameter Encoders for Natural Language Understanding Systems. - Jack FitzGerald; Shankar Ananthakrishnan; Konstantine Arkoudas; Davide Bernardi; Abhishek Bhagia; Claudio Delli Bovi; Jin Cao 003; Rakesh Chada; Amit Chauhan; Luoxin Chen; Anurag Dwarakanath; Satyam Dwivedi; et al. (KDD, 2022)

Alexa Teacher Model: Pretraining and Distilling Multi-Billion-Parameter Encoders for Natural Language Understanding Systems. - Jack FitzGerald; Shankar Ananthakrishnan; Konstantine Arkoudas; Davide Bernardi; Abhishek Bhagia; Claudio Delli Bovi; Jin Cao 003; Rakesh Chada; Amit Chauhan; Luoxin Chen; Anurag Dwarakanath; Satyam Dwivedi; et al. (CoRR, 2022)

Scalable Prompt Generation for Semi-supervised Learning with Language Models. - Yuhang Zhou; Suraj Maharjan; Beiye Liu (EACL (Findings), 2023)