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Chao Li, Xumeng Zhang*, Pei Chen, Keji Zhou, Jie Yu, Guangjian Wu, Du Xiang*, Hao Jiang, Ming Wang, Qi Liu*, “Short-term synaptic plasticity in emerging devices for neuromorphic computing”, iScience, 2023, [in press, perspective]
Rongrong Cao#, Xumeng Zhang#, Sen Liu#, Jikai Lu, Yongzhou Wang, Hao Jiang, Yang Yang, Yize Sun, Wei Wei, Jianlu Wang, Hui Xu, Qingjiang Li*, Qi Liu*, “Compact artificial neuron based on anti-ferroelectric transistor”, Nature Communications, 13, 7018 (2022).
Zhongfang Zhang, Xiaolong Zhao*, Xumeng Zhang*, Xiaohu Hou, Xiaolan Ma, Shuangzhu Tang, Ying Zhang, Guangwei Xu, Qi Liu, and Shibing Long*, “In-sensor reservoir computing system for latent fingerprint recognition with deep ultraviolet photo-synapses and memristor array”, Nature Communications, 13, 6590 (2022).
Jiaxue Zhu, Xumeng Zhang*, Rui Wang, Ming Wang, Pei Chen, Lingli Cheng, Zuheng Wu, Yongzhou Wang, Qi Liu*, Ming Liu, “A Heterogeneously Integrated Spiking Neuron Array for Multimode-Fused Perception and Object Classification”, Advanced Materials, 2200481, 2022.
Pei Chen, Xumeng Zhang*, Zuheng Wu, Yongzhou Wang, Jiaxue Zhu, Yunxia Hao, Guan Feng, Yize Sun, Tuo Shi, Ming Wang, Qi Liu*, “High-Yield and Uniform NbO?-Based Threshold Switching Devices for Neuron Applications”, IEEE Transactions on Electron Devices, 69 (5), 2391 – 2397, 2022.
Yanting Ding#, Yajun Zhang#, Xumeng Zhang*, Pei Chen, Zefeng Zhang, Yue Yang, Lingli Cheng, Chen Mu, Ming Wang, Du Xiang, Guangjian Wu, Keji Zhou, Zhe Yuan, Qi Liu, “Engineering Spiking Neurons Using Threshold Switching Devices for High-Efficient Neuromorphic Computing”, Frontiers in Neuroscience, 786694, 2022.
Lingli Cheng, Lili Gao, Xumeng Zhang*, Zuheng Wu, Jiaxue Zhu, Zhaoan Yu, Yue Yang, Yanting Ding, Chao Li, Fangduo Zhu, Guangjian Wu, Keji Zhou, Ming Wang, Tuo Shi, Qi Liu, “A bioinspired configurable cochlea based on memristors”, Frontiers in Neuroscience, 16:982850, 2022.
Xumeng Zhang#, Jian Lu#, Zhongrui Wang, Rui Wang, Jinsong Wei, Tuo Shi, Chunmeng Dou, Zuheng Wu, Jiaxue Zhu, Dashan Shang, Guozhong Xing, Mansun Chan, Qi Liu*, and Ming Liu, “Hybrid Memristor-CMOS Neurons for In-situ Learning in Fully Hardware Memristive Spiking Neural Networks”, Science Bulletin, Aug. 2021, 66(16): 1624-1633.
Xumeng Zhang#, Zuheng Wu#, Jikai Lu, Jinsong Wei, Jian Lu, Jiaxue Zhu, Jie Qiu, Rui Wang, Kaihua Lou, Yongzhou Wang, Tuo Shi, Chunmeng Dou, Dashan Shang, Qi Liu*, and Ming Liu*, “Fully Memristive SNNs with Temporal Coding for Fast and Low-power Edge Computing”, in IEDM Tech. Dig., Dec. 2020, San Francisco, US.
Xumeng Zhang, Ye Zhuo, Qing Luo, Zuheng Wu, Rivu Midya, Zhongrui Wang, Wenhao Song, Rui Wang, Navnidhi K. Upadhyay, Yilin Fang, Fatemeh Kiani, Mingyi Rao, Yang Yang, Qingfei Xia, Qi Liu*, Ming Liu*, and J. Joshua Yang*, “An Artificial Spiking Afferent Nerve Based on Mott Memristors for Neuro-robotics”, Nature Communications, Jan. 2020, 11(20): 3372.
Xumeng Zhang, Zhongrui Wang, Wenhao Song, Rivu Midya, Ye Zhuo, Rui Wang, Mingyi Rao, Navhidhi K. Upadhyay, Qiangfei Xia, J. Joshua Yang*, Qi Liu*, and Ming Liu*, “Experimental Demonstration of Conversion-Based SNNs with 1T1R Mott Neurons for Neuromorphic Inference”, in IEDM Tech. Dig., Dec. 2019, San Francisco, US.
Xumeng Zhang, Sen Liu, Xiaolong Zhao, Facai Wu, Quantan Wu, Wei Wang, Rongrong Cao, Yilin Fang, Hangbing Lv, Shibing Long, Qi Liu*, and Ming Liu, “Emulating Short-term and Long-term Plasticity of Bio-Synapse Based on Cu/a-Si/Pt Memristor”, IEEE Electron Device Letters, Sep. 2017, 38(9): 1208-1211.
Xumeng Zhang#,Wei Wang#, Qi Liu*, Xiaolong Zhao, Jingsong Wei, Rongrong Cao, Zhihong Yao, Xiaoli Zhu, Feng Zhang, Hangbing Lv, Shibing Long, and Ming Liu, “An Artificial Neuron Based on a Threshold Switching Memristor”, IEEE Electron Device Letters, Feb. 2018, 39(2): 308-311.
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