Publications

Researcher profiles

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Journal Papers

  1. Zhihua Xiao, Vinayak Bharat Naik, Jia Hao Lim, Yaoru Hou, Zhongrui Wang, Qiming Shao*, Adapting magnetoresistive memory devices for accurate and on-chip-training-free in-memory computing, Science Advances, 10, eado1058 (2024). DOI: 10.1126/sciadv.adp3710
  2. Yang Jiang†, Shuhui Shi†, Shaocong Wang, Fangzhou Du, Peiran Wang, Ning Lin, Wennao Li, Yi Zhang, Leiwei He, Robert Sokolovskij, Jiaqi He, Mujun Li, Dingchen Wang, Xi Chen, Qing Wang*, Hongyu Yu*, Zhongrui Wang*, In-sensor Reservoir Computing for Gas Pattern Recognition using Pt-AlGaN/GaN HEMTs, Device, 3, 100550 (2025). DOI: 10.1016/j.device.2024.100550.
  3. Yifei Yu, Shaocong Wang, Meng Xu, Woyu Zhang, Bo Wang, Jichang Yang, Songqi Wang, Yue Zhang, Xiaoshan Wu, Hegan Chen, Dingchen Wang, Xi Chen, Ning Lin, Xiaojuan Qi, Dashan Shang*, Zhongrui Wang*,Random Memristor-Based Dynamic Graph CNN for Efficient Point Cloud Learning at the Edge, npj Unconventional Computing, 1, 6 (2024). DOI: 10.1038/s44335-024-00006-0.
  4. Dingchen Wang, Anran Yuan, Shilei Dai, Xiao Tang, Kunbin Huang, Songrui Wei, Han Zhang, Zhongrui Wang*, A liquid optical memristor using photochromic effect and capillary effect, Neuromorphic Computing and Engineering, 4, 034003 (2024). DOI: 10.1088/2634-4386/ad5fb2
  5. Yunpeng Xia†, Ning Lin†, Jiajia Zha*, Haoxin Huang, Yiwen Zhang, Handa Liu, Jinyi Tong, Songcen Xu, Peng Yang, Huide Wang, Long Zheng, Zhuomin Zhang, Zhengbao Yang, Ye Chen, Hau Ping Chan, Zhongrui Wang*, Chaoliang Tan*, 2D Reconfigurable Memory Device Enabled by Defect Engineering for Multifunctional Neuromorphic Computing, Advanced Materials, 36, 2403785(2024). DOI: 10.1002/adma.202403785
  6. Yue Zhang†, Woyu Zhang†, Shaocong Wang, Ning Lin, Yifei Yu, Yangu He, Bo Wang, Hao Jiang, Peng Lin, Xiaoxin Xu, Xiaojuan Qi, Zhongrui Wang*, Xumeng Zhang*, Dashan Shang*, Qi Liu, Kwang-Ting Cheng, Ming Liu, Semantic memory–based dynamic neural network using memristive ternary CIM and CAM for 2D and 3D vision, Science Advances, 10, eado1058 (2024). DOI: 10.1126/sciadv.ado1058
  7. Xianliang Mai, Qundao Xu, Zhe Yang, Huan Wang, Yongpeng Liu, Yinghua Shen, Hengyi Hu, Meng Xu, Zhongrui Wang, Hao Tong, Chengliang Wang*, Xiangshui Miao, Ming Xu*, Sb-Se-based electrical switching device with fast transition speed and minimized performance degradation due to stable mid-gap states, Electron, (Early View). DOI:10.1002/elt2.46
  8. Yang Jiang, Fangzhou Du, Kangyao Wen, Jiaqi He, Peiran Wang, Mujun Li, Chuying Tang, Yi Zhang, Zhongrui Wang*, Qing Wang*, Hongyu Yu*, Charge trapping layer enabled high-performance E-mode GaN HEMTs and monolithic integration GaN inverters, Applied Physics Letters, 124, 242102 (2024). DOI: 10.1063/5.0208817
  9. Huan Wang†, Rongchuan Gu†, Xianliang Mai, Hengyi Hu, Meng Xu, Hao Tong, Zhongrui Wang, Xiangshui Miao, Ming Xu*, Indium turns tellurium into an ovonic threshold switching selector via a stabilizing amorphous network, Journal of Materials Chemistry C, 12, 10118-10126 (2024). DOI:10.1039/D4TC01237B
  10. Yue Yang, Fangduo Zhu, Xumeng Zhang*, Pei Chen, Yongzhou Wang, Jiaxue Zhu, Yanting Ding, Lingli Cheng, Chao Li, Hao Jiang, Zhongrui Wang, Peng Lin, Tuo Shi, Ming Wang, Qi Liu*, Ningsheng Xu, Ming Liu, Firing feature-driven neural circuits with scalable memristive neurons for robotic obstacle avoidance, Nature Communications, 15, 4318 (2024). DOI: 1038/s41467-024-48399-7
  11. Yunqi Xu, Xiaolu Xu, Ying Huang, Ye Tian, Miao Cheng, Junyang Deng, Yifan Xie, Yanqin Zhang, Panpan Zhang, Xinhua Wang, Zhongrui Wang, Mengmeng Li*, Ling Li, Ming Liu, Gate-Tunable Positive and Negative Photoconductance in Near-Infrared Organic Heterostructures for In-Sensor Computing, Advanced Materials, 36, 2402903 (2024). DOI: 10.1002/adma.202402903
  12. Yi Deng†, Yi Zhang†*, Xinyuan Zhang, Yang Jiang, Xi Chen, Yansong Yang, Xin Tong, Yao Cai, Wenjuan Liu, Chengliang Sun, Dashan Shang, Qing Wang*, Hongyu Yu*, Zhongrui Wang*, MEMS Oscillators-Network-Based Ising Machine with Grouping Method, Advanced Science, 11, 2310096 (2024). DOI: 10.1002/advs.202310096
  13. Zhi Li, Rui Bao, Woyu Zhang, Fei Wang, Jun Wang, Renrui Fang, Haoxiong Ren, Ning Lin, Jinshan Yue, Chunmeng Dou, Zhongrui Wang*, Dashan Shang*, 2T2R RRAM-Based In-Memory Hyperdimensional Computing Encoder for Spatio-Temporal Signal Processing, IEEE Transactions on Circuits and Systems—II: Express Briefs, 71, 2614-2618 (2024). DOI: 10.1109/TCSII.2024.3352120
  14. Xiaosong Wu†, Shuhui Shi†, Baoshuai Liang, Yu Dong, Rumeng Yang, Ruiduan Ji, Zhongrui Wang*, Weiguo Huang*, Ultralow-power optoelectronic synaptic transistors based on polyzwitterion dielectrics for in-sensor reservoir computing, Science Advances, 10, eadn4524 (2024). DOI:10.1126/sciadv.adn4524
  15. Shimul Kanti Nath*, Sujan Kumar Das, Sanjoy Kumar Nandi*, Chen Xi, Camilo Verbel Marquez, Armando Rúa, Mutsunori Uenuma, Zhongrui Wang, Songqing Zhang, Rui-Jie Zhu, Jason Eshraghian, Xiao Sun, Teng Lu, Yue Bian, Nitu Syed, Wenwu Pan, Han Wang, Wen Lei*, Lan Fu, Lorenzo Faraone, Yun Liu, Robert G. Elliman, Optically Tunable Electrical Oscillations in Oxide-Based Memristors for Neuromorphic Computing, Advanced Materials, 36, 2400904 (2024). DOI: 10.1002/adma.202400904
  16. Xi Chen†, Dongliang Yang†, Geunwoo Hwang, Yujiao Dong, Binbin Cui, Dingchen Wang, Hegan Chen, Ning Lin, Wenqi Zhang, Huihan Li, Ruiwen Shao, Peng Lin, Heemyoung Hong, Yugui Yao, Linfeng Sun*, Zhongrui Wang*, Heejun Yang*, Oscillatory Neural Network-Based Ising Machine Using 2D Memristors, ACS Nano, 18, 10758-10767 (2024). DOI: 10.1021/acsnano.3c10559
  17. Quanzhou Zhu†, Biyi Jiang†, Jun Lan, Zeyu Hou, Yida Dong, Zhongrui Wang, Xuewei Feng, Mei Shen, Hongyu Yu, Kai Chen, Jiamin Li, Longyang Lin, Feichi Zhou*, Yida Li*, Analog HfxZr1-xO2 Memristors with Tunable Linearity for Implementation in a Self-Organizing Map Neural Network, Advanced Electronic Materials, 10, 2300508 (2024). DOI: 10.1002/aelm.202300508
  18. Jiajia Zha†, Yunpeng Xia†, Shuhui Shi†, Haoxin Huang, Siyuan Li, Chen Qian, Huide Wang, Peng Yang, Zhuomin Zhang, You Meng, Wei Wang, Zhengbao Yang, Hongyu Yu, Johnny C. Ho*, Zhongrui Wang*, Chaoliang Tan*, A 2D Heterostructure-Based Multifunctional Floating Gate Memory Device for Multimodal Reservoir Computing, Advanced Materials, 36, 2308502 (2024). DOI: 10.1002/adma.202308502
  19. Tianwei Duan†, Jiajia Zha†, Ning Lin†, Zhongrui Wang*, Chaoliang Tan*, Yuanyuan Zhou*, The rise of metal halide perovskite memristors for edge computing, Device, 1, 100221 (2023). DOI: 1016/j.device.2023.100221
  20. Xiaowei Chen†, Yi-Fan Sun†, Xiaosong Wu†, Shuhui Shi, Zhongrui Wang, Jian Zhang, Wei-Hui Fang*, Weiguo Huang*, Breaking the Trade-Off Between Polymer Dielectric Constant and Loss via Aluminum Oxo Macrocycle Dopants for High-Performance Neuromorphic Electronics, Advanced Materials, 35, 2306260 (2023). DOI: 10.1002/adma.202306260
  21. Han Xu, Dashan Shang*, Qing Luo, Junjie An, Yue Li, Shuyu Wu, Zhihong Yao, Woyu Zhang, Xiaoxin Xu, Chunmeng Dou, Hao Jiang, Liyang Pan, Xumeng Zhang, Ming Wang, Zhongrui Wang, Jianshi Tang*, Qi Liu*, Ming Liu, A low-power vertical dual-gate neurotransistor with short-term memory for high energy-efficient neuromorphic computing, Nature Communications, 14, 6385 (2023). DOI: 10.1038/s41467-023-42172-y
  22. Wenhui Wang†, Ke Li†, Jun Lan, Mei Shen, Zhongrui Wang, Xuewei Feng, Hongyu Yu, Kai Chen, Jiamin Li, Feichi Zhou, Longyang Lin*, Panpan Zhang*, Yida Li*, CMOS backend-of-line compatible memory array and logic circuitries enabled by high performance atomic layer deposited ZnO thin-film transistor, Nature Communications, 14, 6079 (2023). DOI: 10.1038/s41467-023-41868-5
  23. Shimul Kanti Nath*, Xiao Sun, Sanjoy Kumar Nandi*, Xi Chen, Zhongrui Wang, Sujan Kumar Das, Wen Lei, Lorenzo Faraone, William D. A. Rickard, Robert G. Elliman, Harnessing Metal/Oxide Interlayer to Engineer the Memristive Response and Oscillation Dynamics of Two-Terminal Memristors, Advanced Functional Materials, 33, 2306428 (2023). DOI: 10.1002/adfm.202306428
  24. Meng Xu*, Qundao Xu, Rongchuan Gu, Songyou Wang, Cai-Zhuang Wang, Kai-Ming Ho, Zhongrui Wang, Ming Xu*, Xiangshui Miao, Tailoring Mid-Gap States of Chalcogenide Glass by Pressure-Induced Hypervalent Bonding Towards the Design of Electrical Switching Materials, Advanced Functional Materials, 33, 2304926 (2023). DOI: 10.1002/adfm.202304926
  25. Haizhong Zhang†*, Xin Ju†*, Dongzhi Chi, Linrun Feng, Zhe Liu, Kwangsing Yew, Minmin Zhu, Tiaoyang Li, Rongshan Wei, Shaohao Wang, Linfeng Sun, Zhongrui Wang, Yanqing Wu, A neuromorphic bionic eye with broadband vision and biocompatibility using TIPS-pentacene-based phototransistor array retina, Applied Materials Today, 33, 101885 (2023). DOI: 10.1016/j.apmt.2023.101885
  26. Min-Kyu Song, Ji-Hoon Kang, Xinyuan Zhang, Wonjae Ji, Alon Ascoli, Ioannis Messaris, Ahmet Samil Demirkol, Bowei Dong, Samarth Aggarwal, Weier Wan, Seok-Man Hong, Suma George Cardwell, Irem Boybat, Jae-sun Seo, Jang-Sik Lee, Mario Lanza, Hanwool Yeon, Murat Onen, Ju Li, Bilge Yildiz, Jesús A. del Alamo, Seyoung Kim, Shinhyun Choi, Gianluca Milano, Carlo Ricciardi, Lambert Alff, Yang Chai, Zhongrui Wang, Harish Bhaskaran, Mark C. Hersam, Dmitri Strukov, H.-S. Philip Wong, Ilia Valov, Bin Gao, Huaqiang Wu, Ronald Tetzlaff, Abu Sebastian, Wei Lu, Leon Chua, J. Joshua Yang, Jeehwan Kim*, Recent Advances and Future Prospects for Memristive Materials, Devices, and Systems, ACS Nano, 17, 11994–12039 (2023). DOI: 10.1021/acsnano.3c03505
  27. Nanjia Jiang, Jian Tang, Woyu Zhang, Yi Li, Na Li, Xiuzhen Li, Xi Chen, Renrui Fang, Zeyu Guo, Fei Wang, Jun Wang, Zhi Li, Congli He*, Guangyu Zhang*, Zhongrui Wang*, Dashan Shang*, Bioinspired In-Sensor Reservoir Computing for Self-Adaptive Visual Recognition with Two-Dimensional Dual-Mode Phototransistors, Advanced Optical Materials, 11, 2300271 (2023). DOI: 10.1002/adom.202300271
  28. Yi Li, Jia Chen, Linfang Wang, Woyu Zhang, Zeyu Guo, Jun Wang, Yongkang Han, Zhi Li, Fei Wang, Chunmeng Dou, Xiaoxin Xu, Jianguo Yang, Zhongrui Wang*, Dashan Shang*, An ADC-less RRAM-based Computing-in-Memory Macro with Binary CNN for Efficient Edge AI, IEEE Transactions on Circuits System II, 70, 1871 (2023). DOI: 10.1109/TCSII.2022.3233396
  29. Yang Jiang†, Dingchen Wang†, Ning Lin, Shuhui Shi, Yi Zhang, Shaocong Wang, Xi Chen, Hegan Chen, Yinan Lin, Kam Chi Loong, Jia Chen, Yida Li, Renrui Fang, Dashan Shang*, Qing Wang*, Hongyu Yu*, Zhongrui Wang*, Spontaneous Threshold Lowering Neuron using Second-order Diffusive Memristor for Self-adaptive Spatial Attention, Advanced Science, 10, 2301323 (2023). DOI: 10.1002/advs.202301323
  30. Renrui Fang, Woyu Zhang, Kuan Ren, Peiwen Zhang, Xiaoxin Xu, Zhongrui Wang, Dashan Shang*, In-materio reservoir computing based on nanowire networks: fundamental, progress, and perspective, Materials Futures, 2, 022701 (2023). DOI: 10.1088/2752-5724/accd87
  31. Shijie Wang†, Xi Chen†, Chao Zhao, Yuxin Kong, Baojun Lin, Yongyi Wu, Zhaozhao Bi, Ziyi Xuan, Tao Li, Yuxiang Li, Wei Zhang, En Ma, Zhongrui Wang*, Wei Ma*, An organic electrochemical transistor for multi-modal sensing, memory and processing, Nature Electronics, 6, 281 (2023). DOI: 10.1038/s41928-023-00950-y.
  32. Jiajia Zha†, Shuhui Shi†, Apoorva Chaturvedi†, Haoxin Huang, Peng Yang, Yao Yao, Siyuan Li, Yunpeng Xia, Zhuomin Zhang, Wei Wang, Huide Wang, Shaocong Wang, Zhen Yuan, Zhengbao Yang, Qiyuan He, Huiling Tai, Edwin Hang Tong Teo, Hongyu Yu, Johnny C. Ho, Zhongrui Wang*, Hua Zhang*, Chaoliang Tan*, Electronic/Optoelectronic Memory Device Enabled by Tellurium-based 2D van der Waals Heterostructure for in-Sensor Reservoir Computing at the Optical Communication Band, Advanced Materials, 35, 2211598 (2023). DOI: 1002/adma.202211598
  33. Mingyi Rao†, Hao Tang†, Jiangbin Wu†, Wenhao Song†, Max Zhang, Wenbo Yin, Ye Zhuo, Fatemeh Kiani, Benjamin Chen, Xiangqi Jiang, Hefei Liu, Hung-Yu Chen, Rivu Midya, Fan Ye, Hao Jiang, Zhongrui Wang, Mingche Wu, Miao Hu, Han Wang, Qiangfei Xia, Ning Ge, Ju Li, J. Joshua Yang*, Thousands of conductance levels in memristors integrated on CMOS, Nature, 615, 823 (2023). DOI: 10.1038/s41586-023-05759-5
  34. Hegan Chen, Qinghui Hong*, Zhongrui Wang, Chunhua Wang, Xiangxiang Zeng, Jiliang Zhang, Memristive Circuit Implementation of Caenorhabditis Elegans Mechanism for Neuromorphic Computing, IEEE Transactions on Neural Networks and Learning Systems, 35, 12015 (2023). DOI: 10.1109/TNNLS.2023.3250655
  35. Shaocong Wang†, Yi Li†, Dingchen Wang, Woyu Zhang, Xi Chen, Danian Dong, Songqi Wang, Xumeng Zhang, Peng Lin, Claudio Gallicchio, Xiaoxin Xu, Qi Liu, Kwang-Ting Cheng, Zhongrui Wang*, Dashan Shang*, Ming Liu, Echo state graph Neural Networks with Analogue Random Resistor Arrays, Nature Machine Intelligence, 5, 104 (2023). DOI: 10.1038/s42256-023-00609-5.
  36. Jun Lan, Zhixiong Li, Zhenjie Chen, Quanzhou Zhu, Wenhui Wang, Muhammad Zaheer, Jiqing Lu, Jinxuan Liang, Mei Shen, Peng Chen, Kai Chen, Guobiao Zhang, Zhongrui Wang, Feichi Zhou, Longyang Lin, Yida Li*, Improved Performance of HfxZnyO-Based RRAM and its Switching Characteristics down to 4 K Temperature, Advanced Electronic Materials, 9, 2201250 (2023). DOI: 10.1002/aelm.202201250
  37. Xiaosong Wu†, Shaocong Wang†, Wei Huang, Yu Dong, Zhongrui Wang*, Weiguo Huang*, Wearable In-sensor reservoir computing using optoelectronic polymers with through-space charge-transport characteristics for multi-task learning, Nature Communications, 14, 468 (2023). DOI: 10.1038/s41467-023-36205-9
  38. Dingchen Wang†, Dingyao Liu†, Yinan Lin, Anran Yuan, Wuyu Zhang Yaping Zhao, Shaocong Wang, Xi Chen, Hegan Chen, Yi Zhang, Yang Jiang, Shuhui Shi, Kam Chi Loong, Jia Chen, Songrui Wei, Qing Zhang, Hongyu Yu, Renjing Xu*, Dashan Shang*, Han Zhang*, Shiming Zhang*, Zhongrui Wang*, Structural plasticity-based hydrogel optical Willshaw model for one-shot on-the-fly edge learning, InfoMat, 5, e12399 (2023). DOI: 10.1002/inf2.12399
  39. Qunsong Zeng†, Jiawei Liu†, Mingrui Jiang, Jun Lan, Yi Gong, Zhongrui Wang, Yida Li, Can Li, Jim Ignowski, Kaibin Huang*, Realizing In-Memory Baseband Processing for Ultra-Fast and Energy-Efficient 6G, IEEE Internet of Things Journal, 11, 5169-5183 (2024). DOI: 10.1109/JIOT.2023.3307405
  40. Yang Jiang, Wenmao Li, Fangzhou Du, Robert Sokolovskij, Yi Zhang, Shuhui Shi, Weiguo Huang, Qing Wang*, Hongyu Yu*, Zhongrui Wang*, A comprehensive review of gallium nitride (GaN)-based gas sensors and their dynamic responses, Journal of Materials Chemistry C, 11, 10121 (2023). DOI: 10.1039/D3TC01126G
  41. Wei Wang, Loai Danial, Yang Li, Eric Herbelin, Evgeny Pikhay, Yakov Roizin, Barak Hoffer, Zhongrui Wang, Shahar Kvatinsky*. A memristive deep belief neural network based on silicon synapses, Nature Electronics, 5, 870 (2022). DOI:10.1038/s41928-022-00878-9.
  42. Yunning Li, Wenhao Song, Zhongrui Wang, Hao Jiang, Peng Yan, Peng Lin, Can Li, Mingyi Rao, Mark Barnell, Qing Wu, Sabyasachi Ganguli, Ajit K. Roy, Qiangfei Xia*, J. Joshua Yang*, Memristive Field-Programmable Analog Arrays for Analog Computing, Advanced Materials, 35, 2206648 (2023). DOI: 10.1002/adma.202206648
  43. Yixuan Chen, Xinyue Wu, Junhao Shen, Zepeng Huang, Zhongrui Wang, Liangjian Lyu, Hengchang Bi, Xing Wu*, Guozhen Shen*, Review of the Intelligent Sensor-Memory-Control Fusion Systems, Advanced Sensor Research, 2, 2200034. DOI: 10.1002/adsr.202200034
  44. Yang Jiang, Fangzhou Du, Jiaqi He, Zepeng Qiao, Chuying Tang, Xinyi Tang, Zhongrui Wang, Qing Wang*, Hongyu Yu*, Microscopic formation mechanism of Si/Ti5Al1/TiN ohmic contact on non-recessed i-InAlN/GaN heterostructures with ultra-low resistance, Applied Physics Letters, 121, 212105 (2022). DOI: 10.1063/5.0117205
  45. Changjin Wan*, Zhongrui Wang*, Rohit Abraham John*, Editorial: In-memory sensing and computing: New materials and devices meet new challenges, Frontiers of Nanotehnology, 4, 1073863 (2022). DOI: 10.3389/fnano.2022.1073863
  46. Bo Xu, Yuhao Huang, Yuetong Fang, Zhongrui Wang, Shaoliang Yu, Renjing Xu*, Recent Progress of Neuromorphic Computing Based on Silicon Photonics: Electronic–Photonic Co-Design, Device, and Architecture, Photonics, 9, 698 (2022). DOI: 10.3390/photonics9100698
  47. Zirui Zhang, Dongliang Yang, Huihan Li, Ce Li, Zhongrui Wang, Linfeng Sun, Heejun Yang, 2D materials and van der Waals heterojunctions for neuromorphic computing, Neuromorphic Computing and Engineering, 2, 032004 (2022). DOI: 10.1088/2634-4386/ac8a6a
  48. Yi Zhang, Yi Deng, Yinan Lin, Yang Jiang, Yujiao Dong, Xi Chen, Guangyi Wang, Dashan Shang, Qing Wang*, Hongyu Yu*, Zhongrui Wang*, Oscillator-Network-Based Ising Machine, Micromachines, 13, 1016 (2022). DOI: 10.3390/mi13071016
  49. Shaocong Wang, Hegan Chen, Woyu Zhang, Yi Li, Dingchen Wang, Shuhui Shi, Yaping Zhao, Kam Chi Loong, Xi Chen, Yujiao Dong, Yi Zhang, Yang Jiang, Chaudhry Furqan, Jia Chen, Qing Wang, Xiaoxin Xu, Guangyi Wang, Hongyu Yu, Dashan Shang*, Zhongrui Wang*, Convolutional Echo-State Network with Random Memristors for Spatiotemporal Signal Classification, Advanced Intelligent Systems, 4, 2200027 (2022). DOI: 10.1002/aisy.202200027
  50. Yi Li, Woyu Zhang, Xiaoxin Xu, Yifan He, Danian Dong, Nanjia Jiang, Fei Wang, Zeyu Guo, Shaocong Wang, Chunmeng Dou, Yongpan Liu, Zhongrui Wang*, Dashan Shang*, Mixed-Precision Continual Learning Based on Computational Resistance Random Access Memory, Advanced Intelligent Systems, 4, 2200026 (2022). DOI: 10.1002/aisy.202200026
  51. Yujiao Dong, Guangyi Wang*, Zhongrui Wang, Herbert Ho-Ching Iu, and Long Chen, Neuromorphic Behaviors of the 4-Lobe Chua Corsage Memristor, International Journal of Bifurcation and Chaos, 32, 2250058 (2022). DOI: 10.1142/S0218127422500584
  52. Huihan Li, Xiaolu Xiong, Fei Hui, Dongliang Yang, Jinbao Jiang, Wanxiang Feng, Junfeng Han, Junxi Duan, Zhongrui Wang*, and Linfeng Sun*, Constructing van der Waals heterostructures by dry-transfer assembly for novel optoelectronic device, Nanotechnology, 33, 465601 (2022). DOI: 10.1088/1361-6528/ac5f96
  53. Qiming Shao, Zhongrui Wang*, and J. Joshua Yang*, Efficient AI with MRAM, Nature Electronics, 5, 67-68 (2022). DOI: 10.1038/s41928-022-00725-x
  54. Guangdong Zhou*, Zhongrui Wang*, Bai Sun, Feichi Zhou, Linfeng Sun, Hongbin Zhao, Xiaofang Hu, Xiaoyan Peng, Jia Yan, Huamin Wang, Wenhua Wang, Jie Li, Bingtao Yan, Dalong Kuang, Yuchen Wang, Lidan Wang, and Shukai Duan*, Volatile and Nonvolatile Memristive Devices for Neuromorphic Computing, Advanced Electronic Materials, 8, 2101127 (2022). DOI: 10.1002/aelm.202101127
  55. Jikai Lu, Yue Li, Zihao Xuan, Han Xu, Shuyu Wu, Zhongrui Wang, Shibing Long, Qi Liu, and Dashan Shang*, One Transistor One Electrolyte-Gated Transistor for Supervised Learning in Spiking Neural Networks, IEEE Electron Device Letters, 43, 296-99 (2021). DOI: 10.1109/LED.2021.3138907
  56. Brian Aguado, Laura J.Bray, Sabina Caneva, Juan-Pablo Correa-Baena, Giuliana Di Martino, Chengcheng Fang, Yin Fang, Pascal Gehring, Gabriele Grosso, Xiaodan Gu, Peijun Guo, Yu He, Thomas J. Kempa, Matthew Kutys, Jinxing Li, Tian Li, Bolin Liao, Fang Liu, Francisco Molina-Lopez, Andrea Pickel, Ana M. Porras, Ritu Raman, Ellen M. Sletten, Quinton Smith, Chaoliang Tan, Haotian Wang, Huiliang Wang, Sihong Wang, Zhongrui Wang, Geoffrey Wehmeyer, Lu Wei, Yuan Yang, Lauren D. Zarzar, Meiting Zhao, Yuqing Zheng, Steve Cranford*, 35 challenges in materials science being tackled by PIs under 35(ish) in 2021, Matter, 4, 3804-3810 (2021). DOI: 10.1016/j.matt.2021.11.003
  57. Fatemeh Kiani, Jun Yin, Zhongrui Wang, J. Joshua Yang, Qiangfei Xia*, A fully hardware-based memristive multilayer neural network, Science Advances, 7, eabj4801 (2021). DOI: 10.1126/sciadv.abj4801
  58. Ye Zhuo, Rivu Midya, Wenhao Song, Zhongrui Wang, Shiva Asapu, Mingyi Rao, Peng Lin, Hao Jiang, Qiangfei Xia, R. Stanley Williams, J. Joshua Yang*, A Dynamical Compact Model of Diffusive and Drift Memristors for Neuromorphic Computing, Advanced Electronic Materials, 8, 2100696 (2021). DOI: 10.1002/aelm.202100696
  59. Mingyi Rao, Wenhao Song, Fatemeh Kiani, Shiva Asapu, Ye Zhuo, Rivu Midya, Navnidhi Upadhyay, Qing Wu, Mark Barnell, Peng Lin, Can Li, Zhongrui Wang*, Qiangfei Xia, J. Joshua Yang*, Timing Selector: Using Transient Switching Dynamics to Solve the Sneak Path Issue of Crossbar Arrays, Small Science, 2, 2100072 (2022). DOI: 10.1002/smsc.202100072
  60. Houji Zhou, Jia Chen, Yinan Wang, Sen Liu, Yi Li*, Qingjiang Li*, Qi Liu, Zhongrui Wang, Yuhui He, Hui Xu, Xiangshui Miao, Energy-Efficient Memristive Euclidean Distance Engine for Brain-Inspired Competitive Learning, Advanced Intelligent Systems, 3, 2100114 (2021). DOI: 10.1002/aisy.202100114
  61. Huihan Li, Shaocong Wang, Xumeng Zhang, Wei Wang, Rui Yang, Zhong Sun, Wanxiang Feng, Peng Lin, Zhongrui Wang*, Linfeng Sun*, Yugui Yao, Memristive Crossbar Arrays for Storage and Computing Applications, Advanced Intelligent Systems, 3, 2100017 (2021). DOI: 10.1002/aisy.202100017
  62. Linfeng Sun, Zhongrui Wang, Jinbao Jiang, Yeji Kim, Bomin Joo, Shoujun Zheng, Seungyeon Lee, Woo Jong Yu, Bai-Sun Kong, Heejun Yang*, In-sensor reservoir computing for language learning via two-dimensional memristors, Science Advances, 7, eabg1455 (2021). DOI: 10.1126/sciadv.abg1455
  63. Yue Li, Zihao Xuan, Jikai Lu, Zhongrui Wang, Xumeng Zhang, Zuheng Wu, Yongzhou Wang, Han Xu, Chunmeng Dou, Yi Kang, Qi Liu, Hangbing Lv, Dashan Shang*, One Transistor One Electrolyte-Gated Transistor Based Spiking Neural Network for Power-Efficient Neuromorphic Computing System, Advanced Functional Materials, 2100042 (2021). DOI: 10.1002/adfm.202100042
  64. 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*, Ming Liu, Hybrid memristor-CMOS neurons for in-situ learning in fully hardware memristive spiking neural networks, Science Bulletin, 66, 1624-1633 (2021). DOI: 10.1016/j.scib.2021.04.014
  65. Yue Li, Jikai Lu, Dashan Shang*, Qi Liu, Shuyu Wu, Zuheng Wu, Xumeng Zhang, Jianguo Yang, Zhongrui Wang, Hangbing Lv, and Ming Liu, Oxide-Based Electrolyte-Gated Transistors for Spatiotemporal Information Processing, Advanced Materials, 32, 2003018 (2020). DOI: 10.1002/adma.202003018
  66. Chen-Yu Wang, Shi-Jun Liang, Shuang Wang, Pengfei Wang, Zhu’an Li, Zhongrui Wang, Anyuan Gao, Chen Pan, Chuan Liu, Jian Liu, Huafeng Yang, Xiaowei Liu, Wenhao Song, Cong Wang, Bin Cheng, Xiaomu Wang, Kunji Chen, Zhenlin Wang, Kenji Watanabe, Takashi Taniguchi, J. Joshua Yang*, and Feng Miao*, Gate-tunable van der Waals heterostructure for reconfigurable neural network vision sensor, Science Advances, 6, eaba6173 (2020). DOI: 10.1126/sciadv.aba6173
  67. Navnidhi K. Upadhyay, Wen Sun, Peng Lin, Saumil Joshi, Rivu Midya, Xumeng Zhang, Zhongrui Wang, Hao Jiang, Jung Ho Yoon, Mingyi Rao, Miaofang Chi, Qiangfei Xia, and J. Joshua Yang*, A Memristor with Low Switching Current and Voltage for 1S1R Integration and Array Operation, Advanced Electronic Materials, 6, 1901411 (2020). DOI: 10.1002/aelm.201901411
  68. Tianda Fu, Xiaomeng Liu, Hongyan Gao, Joy Ward, Xiaorong Liu, Bing Yin, Zhongrui Wang, Ye Zhuo, David Walker, J. Joshua Yang, Jianhan Chen, Derek R. Lovely*, and Jun Yao*, Bioinspired Bio-Voltage Memristors, Nature Communications, 11, 1861 (2020). DOI: 10.1038/s41467-020-15759-y
  69. Peng Lin, Can Li, Zhongrui Wang, Yunning Li, Hao Jiang, Wenhao Song, Mingyi Rao, Ye Zhuo, Navnidhi Kumar Upadhyay, Mark Barnell, Qing Wu, J. Joshua Yang*, and Qiangfei Xia*, Three-Dimensional Memristor Circuits as Complex Neural Networks, Nature Electronics, 3, 225 (2020). DOI: 10.1038/s41928-020-0397-9
  70. Xumeng Zhang, Ye Zhuo, Qing Luo, Zuheng Wu, Rivu Midya, Zhongrui Wang, Wenhao Song, Rui Wang, Navinidhi Kumar Upadhyay, Yilin Fang, Fatemeh Kiani, Mingyi Rao, Yang Yang, Qiangfei Xia, Qi Liu*, Ming Liu*, J. Joshua Yang*, An artificial spiking afferent nerve based on Mott memristors for neuro-robotics, Nature Communications, 11, 51 (2020). DOI: 10.1038/s41467-019-13827-6
  71. Yang Zhang, Zhongrui Wang, Yuchao Yang, Mingyi Rao, Wenhao Song, Ye Zhuo, Xumeng Zhang, Menglin Cui, Linlin Shen, Ru Huang, and J. Joshua Yang*, Brain-inspired computing with memristors: Challenges in devices, circuits and systems, Applied Physics Reviews, 7, 011308 (2020). DOI: 10.1063/1.5124027
  72. Zhongrui Wang, Huaqiang Wu, Geoffrey W. Burr, Cheol Seong Hwang, Kang L. Wang, Qiangfei Xia*, and J. Joshua Yang*, Resistive Switching Materials for Computing, Nature Review Materials, 5, 173-195 (2020). DOI: 10.1038/s41578-019-0159-3
  73. Rivu Midya†, Zhongrui Wang† (*equally contributed), Shiva Asapu, Xumeng Zhang, Mingyi Rao, Wenhao Song, Ye Zhuo, Navnidhi Kumar Upadhay, Qiangfei Xia, and J. Joshua Yang*, Reservoir Computing using Diffusive Memristors, Advanced Intelligent Systems, 1, 1900084 (2019). DOI: 10.1002/aisy.201900084
  74. Jianshi Tang†, Fang Yuan†, Xinke Shen† (*equally contributed), Zhongrui Wang, Mingyi Rao, Yuanyuan He, Yuhao Sun, Xinyi Li, Wenbin Zhang, Yijun Li, Bin Gao, He Qian, Guoqiang Bi, Sen Song, J. Joshua Yang, and Huaqiang Wu, Bridging Biological and Artificial Neural Networks with Emerging Neuromorphic Devices: Fundamentals, Progress, and Challenges, Advanced Materials, 31, 1902761 (2019). DOI: 10.1002/adma.201902761
  75. Zhongrui Wang†, Can Li†, Peng Lin†, Mingyi Rao, Yongyang Nie, Wenhao Song, Qinru Qiu, Yunning Li, Peng Yan, John Paul Strachan, Ning Ge, Nathan McDonald, Qing Wu, Miao Hu, Huaqiang Wu, R. Stanley Williams, Qiangfei Xia*, and J. Joshua Yang*, In situ training of feedforward and recurrent convolutional memristor networks, Nature Machine Intelligence, 1, 434-442 (2019). DOI: 10.1038/s42256-019-0089-1
  76. Elliot J. Fuller, Scott T. Keene, Armantas Melianas, Zhongrui Wang, Sapan Agarwal, Yiyang Li, Yaakov Tuchman, Conrad D. James, Matthew J. Marinella, J. Joshua Yang, Alberto Salleo, and A. Alec Talin*, Parallel programming of an ionic floating-gate memory array for scalable neuromorphic computing, Science, 364, 570-574 (2019). DOI: 10.1126/science.aaw5581
  77. Rivu Midya, Zhongrui Wang, Shiva Asapu, Saumil Joshi, Yunning Li, Ye Zhuo, Wenhao Song, Hao Jiang, Navnidhi Kumar Upadhay, Mingyi Rao, Peng Lin, Can Li, Qiangfei Xia, and J. Joshua Yang*, Artificial Neural Network (ANN) to Spiking Neural Network (SNN) converters based on diffusive memristors, Advanced Electronic Materials, 5, 1900060 (2019). DOI: 10.1002/aelm.201900060
  78. Zhongrui Wang†, Can Li†, Wenhao Song, Mingyi Rao, Daniel Belkin, Yunning Li, Peng Yan, Hao Jiang, Peng Lin, Miao Hu, John Paul Strachan, Ning Ge, Mark Barnell, Qing Wu, Andrew G. Barto, Qinru Qiu, R. Stanley Williams, Qiangfei Xia*, and J. Joshua Yang*, Reinforcement learning with analogue memristor arrays, Nature Electronics, 2, 115-124 (2019). DOI: 10.1038/s41928-019-0221-6
  79. Navnidhi Kumar Upadhyay, Hao Jiang, Zhongrui Wang, Shiva Asapu, Qiangfei Xia, and J. Joshua Yang*, Emerging Memory Devices for Neuromorphic Computing, Advanced Materials Technologies, 4, 1800589 (2019). DOI: 10.1002/admt.201800589
  80. Can Li, Zhongrui Wang, Mingyi Rao, Daniel Belkin, Wenhao Song, Hao Jiang, Peng Yan, Yunning Li, Peng Lin, Miao Hu, Ning Ge, John Paul Strachan, Mark Barnell, Qing Wu, R. Stanley Williams, Jianhua Yang*, and Qiangfei Xia*, Long short-term memory networks in memristor crossbars, Nature Machine Intelligence, 1, 49-57 (2019). DOI: 10.1038/s42256-018-0001-4
  81. Yibo Li, Zhongrui Wang, Rivu Midya, Qiangfei Xia*, J. Joshua Yang*, Review of memristor devices in neuromorphic computing: materials sciences and device challenges, Journal of Physics D: Applied Physics, 51, 503002 (2018). DOI: 10.1088/1361-6463/aade3f
  82. Zhongrui Wang†, Mingyi Rao†, Jin-Woo Han, Jiaming Zhang, Peng Lin, Yunning Li, Can Li, Wenhao Song, Shiva Asapu, Rivu Midya, Ye Zhuo, Hao Jiang, Jung Ho Yoon, Navnidhi Kumar Upadhyay, Saumil Joshi, Miao Hu, John Paul Strachan, Mark Barnell, Qing Wu, Huaqiang Wu, R. Stanley Williams*, Qiangfei Xia*, and J. Joshua Yang*, Capacitive neural network with neuro-transistors, Nature Communications, 9, 3208 (2018). DOI: 10.1038/s41467-018-05677-5
  83. Can Li, Daniel Belkin, Yunning Li, Peng Yan, Miao Hu, Ning Ge, Hao Jiang, Eric Montgomery, Peng Lin, Zhongrui Wang, John Paul Strachan, Mark Barnell, Qing Wu, R. Stanley Williams, J. Joshua Yang*, and Qiangfei Xia*, Efficient and self-adaptive in-situ learning in multilayer memristor neural networks, Nature Communications, 9, 2385 (2018). DOI: 10.1038/s41467-018-04484-2
  84. Zhongrui Wang†, Saumil Joshi†, Sergey Saveliev, Wenhao Song, Rivu Midya, Mingyi Rao, Yunning Li, Peng Yan, Shiva Asapu, Ye Zhuo, Hao Jiang, Peng Lin, Can Li, Jung Ho Yoon, Navnidhi K. Upadhyay, Jiaming Zhang, Miao Hu, John Paul Strachan, Mark Barnell, Qing Wu, Huaqiang Wu, R. Stanley Williams, Qiangfei Xia, and J. Joshua Yang, Fully memristive neural networks for pattern classification with unsupervised learning, Nature Electronics, 1, 137-145 (2018). DOI: 10.1038/s41928-018-0023-2
  85. Jung Ho Yoon, Zhongrui Wang, Kyungmin Kim, Huaqiang Wu, Vignesh Ravichandran, Qiangfei Xia*, Cheol Seong Hwang, and J. Joshua Yang*, An Artificial Nociceptor Based on a Diffusive Memristor, Nature Communications, 9, 417 (2018). DOI: 10.1038/s41467-017-02572-3
  86. Rui Zhang†, Hao Jiang†, Zhongrui Wang, Peng Lin, Ye Zhuo, Dan Holcomb, Daihua Zhang, J. Joshua Yang*, and Qiangfei Xia*, Nanoscale Diffusive Memristor Crossbars as Physical Unclonable Functions, Nanoscale, 10, 2721-2726 (2018). DOI: 10.1039/c7nr06561b
  87. Zhongrui Wang, Mingyi Rao, Rivu Midya, Saumil Joshi, Hao Jiang, Peng Lin, Wenhao Song, Shiva Asapu, Ye Zhuo, Can Li, Huaqiang Wu, Qiangfei Xia*, J. Joshua Yang*, Threshold Switching of Ag or Cu in Dielectrics: Materials, Mechanism, and Applications, Advanced Functional Materials, 28, 1704862 (2018). DOI: 10.1002/adfm.201704862
  88. Can Li, Miao Hu, Yunning Li, Hao Jiang, Ning Ge, Eric Montgomery, Jiaming Zhang, Wenhao Song, Noraica Dávila, Catherine E Graves, Zhiyong Li, John Paul Strachan, Peng Lin, Zhongrui Wang, Mark Barnell, Qing Wu, R. Stanley Williams, J Joshua Yang*, Qiangfei Xia*, Analogue signal and image processing with large memristor crossbars, Nature Electronics, 1, 52-59 (2018). DOI: 10.1038/s41928-017-0002-z
  89. Hao Jiang†, Daniel Belkin†, Sergey E. Savel’ev†, Siyan Lin, Zhongrui Wang, Yunning Li, Saumil Joshi, Rivu Midya, Can Li, Mingyi Rao, Mark Barnell, Qing Wu, J. Joshua Yang*, Qiangfei Xia*, A novel true random number generator based on a stochastic diffusive memristor, Nature Communications, 8, 882 (2017). DOI: 10.1038/s41467-017-00869-x
  90. Jung Ho Yoon, Jiaming Zhang, Xiaochen Ren, Zhongrui Wang, Huaqiang Wu, Zhiyong Li, Mark Barnell, Qing Wu, Lincoln J. Lauhon, Qiangfei Xia, J. Joshua Yang*, Truly Electroforming‐Free and Low‐Energy Memristors with Preconditioned Conductive Tunneling Paths, Advanced Functional Materials, 27, 1702010 (2017). DOI: 10.1002/adfm.201702010
  91. Rivu Midya†, Zhongrui Wang†*, Jiaming Zhang, Sergey E. Savel’ev, Can Li, Mingyi Rao, Moon Hyung Jang, Saumil Joshi, Hao Jiang, Peng Lin, Kate Norris, Ning Ge, Qing Wu, Mark Barnell, Zhiyong Li, Huolin L. Xin, R. Stanley Williams, Qiangfei Xia*, and J. Joshua Yang*, Anatomy of Ag/hafnia based selector with 1010 nonlinearity, Advanced Materials, 29, 1604457 (2017). DOI: 10.1002/adma.201604457
  92. Zhongrui Wang†, Saumil Joshi†, Sergey E Savel’ev, Hao Jiang, Rivu Midya, Peng Lin, Miao Hu, Ning Ge, John Paul Strachan, Zhiyong Li, Qing Wu, Mark Barnell, Geng-Lin Li, Huolin L Xin, R Stanley Williams, Qiangfei Xia, J. Joshua Yang*, Memristors with diffusive dynamics as synaptic emulators for neuromorphic computing, Nature Materials, 16, 101-108 (2017). DOI: 10.1038/NMAT4756
  93. Hao Jiang, Lili Han, Peng Lin, Zhongrui Wang, Moon Hyung Jang, Qing Wu, Mark Barnell, J. Joshua Yang, Huolin L. Xin, and Qiangfei Xia*, Sub-10 nm Ta Channel Responsible for Superior Performance of a HfO2 Memristor, Scientific Reports, 6, 28525 (2016). DOI: 10.1038/srep28525
  94. Zhongrui Wang, Hao Jiang, Moon Hyung Jang, Peng Lin, Alexander Ribbe, Qiangfei Xia*, J. Joshua Yang*, Electrochemical metallization switching with a platinum group metal in different oxides, Nanoscale, 8, 14023-14030 (2016). DOI: 10.1039/c6nr01085g
  95. Kalya Shubhakar, Nagarajan Raghavan, Sunil Singh Kushvaha, Michel Bosman, Zhongrui Wang, Sean Joseph O’Shea, and Kin Leong Pey*, Impact of local structural and electrical properties of grain boundaries in polycrystalline HfO2 on reliability of SiOx interfacial layer, Microelectronics Reliability, 54, 1712-1717 (2014). DOI: 10.1016/j.microrel.2014.07.154
  96. Zhongrui Wang, Hongyu Yu*, and Haibin Su*, The transport properties of oxygen vacancy-related polaron-like bound state in HfOx, Scientific Reports, 3, 3246 (2013). DOI: 10.1038/srep03246
  97. Kalya Shubhakar, Kin Leong Pey*, Nagarajan Raghavan, Sunil Singh Kushvaha, Michel Bosman, Zhongrui Wang, and Sean Joseph O’Shea, Study of preferential localized degradation and breakdown of HfO2/SiOx dielectric stacks at grain boundary sites of polycrystalline HfO2 dielectrics, Microelectronic Engineering, 109, 364-369 (2013). DOI: 10.1016/j.mee.2013.03.021
  98. Wenjun Liu, Xiaowei Sun, Xuan Anh. Tran, Zheng Fang, Zhongrui Wang, Fei Wang, Ling Wu, Jian Fu Zhang, Jun Wei, Huilong Zhu, and Hongyu Yu*, Observation of the Ambient Effect in BTI Characteristics of Back-Gated Single Layer Graphene Field Effect Transistors, IEEE Transactions on Electronic Devices, 60, 2682-2686 (2013). DOI: 10.1109/TED.2013.2267541
  99. Wenjun Liu, Xiaowei Sun, Xuan Anh. Tran, Zheng Fang, Zhongrui Wang, Fei Wang, Ling Wu, Jian Fu Zhang, Jun Wei, Huilong Zhu, and Hongyu Yu*, Vth shift in single-layer graphene field-effect transistors and its correlation with Raman inspection, IEEE Transactions on Device and Materials Reliability, 12, 478-481 (2012). DOI: 10.1109/TDMR.2012.2190414
  100. Zhongrui Wang, Hongyu Yu, Xuan Anh Tran, Zheng Fang, Jinghao Wang, and Haibin Su*, Transport properties of HfO2-x based resistive-switching memories, Physical Review B, 85, 195322 (2012). DOI: 10.1103/PhysRevB.85.195322
  101. Zhongrui Wang, Verawati Tjoa, Ling Wu, Wenjun Liu, Zheng Fang, Xuan Anh Tran, Jun Wei, Weiguang Zhu and Hongyu Yu*, Mechanism of different switching directions in graphene oxide based RRAM, Journal of the Electrochemical Society, 159, K177-K182 (2012). DOI: 10.1149/2.068206jes
  102. Zhongrui Wang, Anyan Du, Ling Wu, Zheng Fang, Xuan Anh Tran, Wenjun Liu, Weiguang Zhu and Hongyu Yu*, Highly uniform, self-compliance and forming free ALD HfO2 based RRAM with Ge Doping, IEEE Transactions on Electronic Devices, 59, 1203-1208 (2012). DOI: 10.1109/TED.2012.2182770
  103. Xuan Anh Tran, Weiguang Zhu, Bin Gao, Jinfeng Kang, Wenjun Liu, Zheng Fang, Zhongrui Wang, Yee-Chia Yeo, Bich-Yen Nguyen, Ming-Fu Li, and Hongyu Yu*, A Self-Rectifying HfOx Based Unipolar RRAM with NiSi Electrode, IEEE Electron Device Letters, 33, 585-587 (2012). DOI: 10.1109/LED.2011.2181971
  104. Wenjun Liu, Xiaowei Sun, Zheng Fang, Zhongrui Wang, Xuan Anh Tran, Fei Wang, Ling Wu, Geok Ing Ng, Jian Fu Zhang, Jun Wei, Huilong Zhu, and Hongyu Yu*, Positive Bias Induced Vth Instability in Graphene Field Effect Transistors, IEEE Electron Device Letters, 33, 339-341 (2012). DOI: 10.1109/LED.2011.2181150
  105. Tianli Duan, Hongyu Yu*, Ling Wu, Zhongrui Wang, Yong Lim Foo, and Jisheng Pan*, Investigation of HfO2 high-k dielectrics electronic structure on SiO2/Si substrate by x-ray photoelectron spectroscopy, Applied Physics Letters, 99, 012902 (2011). DOI: 10.1063/1.3609233
  106. Xuan Anh Tran, Hongyu Yu*, Yee-Chia Yeo, Ling Wu, Wenjun Liu, Zhongrui Wang, Zheng Fang, Kin Leong Pey, Xiao Wei Sun, Anyan Du, Bich-Yen Nguyen, and Ming-Fu Li, A High-Yield HfOx-Based Unipolar Resistive RAM Employing Ni Electrode compatible with Si-Diode Selector for Crossbar Integration, IEEE Electron Device Letters, 32, 396-398 (2011). DOI: 10.1109/LED.2010.2099205
  107. Zheng Fang, Hongyu Yu*, Wenjun Liu, Zhongrui Wang, Xuan Anh Tran, Bin Gao, and Jinfeng Kang, Temperature Instability of Resistive Switching on HfOx-Based RRAM Devices, IEEE Electron Device Letters, 31, 476-478 (2010). DOI: 10.1109/LED.2010.2041893
  108. Zhongrui Wang, Gang Zhang*, Kin Leong Pey, Chih Hang Tung, and Guo Qiang Lo, Schottky-Ohmic transition in metal-all-around electrical contacts to silicon nanowires, Journal of Applied Physics, 105, 094508 (2009). DOI: 10.1063/1.3117490
  109. Yi Ching Ong, Diing Sheng Ang*, Kin Leong Pey, Zhongrui Wang, Sean Joseph O’Shea, Chih Hang Tung, Takamasa Kawanago, Kuniyuki Kakushima, and Hiroshi Iwai, Electronic trap characterization of the Sc2O3/La2O3 high-κ gate stack by scanning tunneling microscopy, Applied Physics Letters, 92, 022904 (2008). DOI: 10.1063/1.2831907

 

Conference Papers

  1. Jichang Yang, Hegan Chen, Jia Chen, Songqi Wang, Shaocong Wang, Yifei Yu, Bo Wang, Ning Lin, Xinyuan Zhang, Rui Chen, Zhongrui Wang*, Dashan Shang*, Han Wang*, Qi Liu, Ming Liu, Conditional Diffusion Model Acceleration with First-Demonstrated RRAM-based In-memory Neural Differential Equation Solver, 70th Annual IEEE International Electron Devices Meeting (IEDM), Dec 2024, San Francisco, USA.
  2. Kam Chi Loong, Shihao Han, Sishuo Liu, Ning Lin, Zhongrui Wang*, RNC: Efficient RRAM-aware NAS and Compilation for DNNs on Resource-Constrained Edge Devices, The 42nd IEEE International Conference on Computer Design (ICCD 2024), Nov 2024, Milan, Italy.
  3. Kwunhang Wong, Songqi Wang, Wei Huang, Xinyuan Zhang, Yangu He, Karl M.H. Lai, Yuzhong Jiao, Ning Lin*, Xiaojuan Qi, Xiaoming Chen*, Zhongrui Wang*, SNNGX: Securing Spiking Neural Networks with Genetic XOR Encryption on RRAM-based Neuromorphic Accelerator, 43rd IEEE/ACM International Conference on Computer-Aided Design (ICCAD), Oct 2024, New York, USA.
  4. Ning Lin*, Songqi Wang*, Xinyuan Zhang, Shaocong Wang, Yangu He, Woyu Zhang, Bo Wang, Jiankun Li, Mingzi Li, Binbin Cui, Yi Li, Jia Chen, Chunwei Xia, Wei Xuan, Xiaoming Chen, Dashan Shang*, Zhongrui Wang*, LSMR: Synergy Randomness in Liquid State Machine and RRAM-based Analog-digital Accelerator, 43rd IEEE/ACM International Conference on Computer-Aided Design (ICCAD), Oct 2024, New York, NY, USA.
  5. Ning Lin, Shaocong Wang, Yue Zhang, Yangu He, Kwunhang Wong, Arindam Basu, Dashan Shang, Xiaoming Chen, Zhongrui Wang*, Older and Wise: The Marriage of Device Aging and Intellectual Property Protection of DNNs, 61st ACM/IEEE Design Automation Conference (DAC), Jun 2024, San Francisco, USA.
  6. Yang Jiang, Fangzhou Du, Kangyao Wen, Jiaqi He, Mujun Li, Chuying Tang, Yi Zhang, Zhongrui Wang*, Qing Wang*, Hongyu Yu*, High VTH and Breakdown Enhancement-Mode GaN HEMTs for Power ICs Application Using Charge Trapping Layer, lEEE 36th International Symposium on Power Semiconductor Devices and ICs (ISPSD), June 2024, Bremen, Germany. DOI: 10.1109/ISPSD59661.2024.10579575
  7. Zhen Yuen Chong†, Yaping Zhao†, Zhongrui Wang, Edmund Y. Lam, Solving Inverse Problems in Compressive Imaging with Score-Based Generative Models, IEEE 10th International Conference on Data Science and Advanced Analytics (DSAA), Oct 2023, Thessaloniki, Greece. DOI: 10.1109/DSAA60987.2023.10302579
  8. Yaping Zhao†, Haitian Zheng†, Zhongrui Wang, Jiebo Luo, Edmund Y. Lam*, Point Cloud Denoising Via Momentum Ascent in Gradient Fields, IEEE International Conference on Image Processing (ICIP), Oct 2023, Kuala Lumpur, Malaysia. DOI: 10.1109/ICIP49359.2023.10222122
  9. Ziqing Wang, Yuetong Fang, Jiahang Cao, Qiang Zhang, Zhongrui Wang*, RenjingXu*, Masked Spiking Transformer, International Conference on Computer Vision (ICCV), Oct 2023, Paris, France. DOI: https://openaccess.thecvf.com/ICCV2023
  10. Zhihua Xiao, Vinayak Bharat Naik, Shun Kong Cheung, Jia Hao Lim, Jae-Hyun Kwon, Zheyu Ren, Zhongrui Wang, Qiming Shao*, Device Variation-Aware Adaptive Quantization for MRAM-based Accurate In-Memory Computing Without On-chip Training. International Electron Devices Meeting (IEDM), Dec 2022, San Francisco, USA. DOI: 10.1109/IEDM45625.2022.10019482
  11. Yaping Zhao, Haitian Zheng, Zhongrui Wang, Jiebo Luo, Edmund Y. Lam*, Manet: Improving Video Denoising with a Multi-Alignment Network, IEEE International Conference on Image Processing (ICIP), Oct 2022, Bordeaux, France. DOI: 10.1109/ICIP46576.2022.9898028
  12. Yaping Zhao, Shuhui Shi, Ramgopal Ravi, Zhongrui Wang, Edmund Y. Lam, Jichang Zhao*, H4M: Heterogeneous, Multi-source, Multi-modal, Multi-view and Multi-distributional Dataset for Socioeconomic Analytics in the Case of Beijing, IEEE 9th International Conference on Data Science and Advanced Analytics (DSAA), Oct 2022, Shenzhen, China. DOI: 10.1109/DSAA54385.2022.10032424
  13. Yaping Zhao, Zhongrui Wang, Edmund Y. Lam*, Improving Source Localization by Perturbing Graph Diffusion, IEEE 9th International Conference on Data Science and Advanced Analytics (DSAA), Oct 2022, Shenzhen, China. DOI: 10.1109/DSAA54385.2022.10032349
  14. Yaping Zhao, Ramgopal Ravi, Shuhui Shi, Zhongrui Wang, Edmund Y. Lam, Jichang Zhao*, PATE: Property, Amenities, Traffic and Emotions Coming Together for Real Estate Price Prediction, IEEE 9th International Conference on Data Science and Advanced Analytics (DSAA), Oct 2022, Shenzhen, China. DOI: 10.1109/DSAA54385.2022.10032416
  15. Woyu Zhang, Shaocong Wang, Yi Li, Xiaoxin Xu, Danian Dong, Nanjia Jiang, Fei Wang, Zeyu Guo, Renrui Fang, Chunmeng Dou, Kai Ni, Zhongrui Wang*, Dashan Shang*, Ming Liu, Few-shot graph learning with robust and energy-efficient memory-augmented graph neural network (MAGNN) based on homogeneous computing-in-memory, IEEE Symposium on VLSI Technology and Circuits (VLSI), June 2022, Honolulu, USA. DOI: 10.1109/VLSITechnologyandCir46769.2022.9830418
  16. Yuan Ren, Rui Lin, Jie Ran, Chang Liu, Chaofan Tao, Zhongrui Wang, Can Li, Ngai Wong, BATMANN: A Binarized-All-Through Memory-Augmented Neural Network for Efficient In-Memory Computing, IEEE 14th International Conference on ASIC (ASICON), Oct 2021, Kunming, China. DOI: 10.1109/ASICON52560.2021.9620292
  17. Fatemeh Kiani, Jun Yin, Zhongrui Wang, J. Joshua Yang, Qiangfei Xia*, All Hardware-Based Two-Layer Perceptron Implemented in Memristor Crossbar Array, IEEE International Symposium on Circuits and Systems (ISCAS), May 2021, Daegu, Korea. DOI: 10.1109/ISCAS51556.2021.9401793
  18. (Invited talk) Mingyi Rao, Zhongrui Wang, Can Li, Hao Jiang, Rivu Midya, Peng Lin, Daniel Belkin, Wenhao Song, Shiva Asapu, Qiangfei Xia, J. Joshua Yang*, Learning with Resistive Switching Neural Networks, International Electron Devices Meeting (IEDM), Dec 2019, San Francisco, USA. DOI: 10.1109/IEDM19573.2019.8993465
  19. Xumeng Zhang, Zhongrui Wang, Wenhao Song, Rivu Midya, Ye Zhuo, Rui Wang, Mingyi Rao, Navnidhi Kumar Upadhyay, Qiangfei Xia, J. Joshua Yang*, Qi Liu*, Ming Liu*, Experimental Demonstration of Conversion-Based SNNs with 1T1R Mott Neurons for Neuromorphic Inference, International Electron Devices Meeting (IEDM), Dec 2019, San Francisco, USA. DOI: 10.1109/IEDM19573.2019.8993519
  20. Can Li, Daniel Belkin, Yunning Li, Peng Yan, Miao Hu, Ning Ge, Hao Jiang, Eric Montgomery, Peng Lin, Zhongrui Wang, John Paul Stracan, Mark Barnell, Qing Wu, R. Stanley Williams, J. Joshua Yang*, Qiangfei Xia*, In-Memory Computing with Memristor Arrays, IEEE International Memory Workshop (IMW), May 2018, Kyoto, Japan. DOI: 10.1109/IMW.2018.8388838
  21. Zhongrui Wang, Rivu Midya, Saumil Joshi, Hao Jiang, Can Li, Peng Lin, Wenhao Song, Mingyi Rao, Yunning Li, Mark Barnell, Qing Wu, Qiangfei Xia*, J. Joshua Yang*, Unconventional computing with diffusive memristors, IEEE International Symposium on Circuits and Systems (ISCAS), May 2018, Florence, Italy. DOI: 10.1109/ISCAS.2018.8351882
  22. Can Li, Yunning Li, Hao Jiang, Wenhao Song, Peng Lin, Zhongrui Wang, J. Joshua Yang*, Qiangfei Xia*, Miao Hu, Eric Montgomery, Jiaming Zhang, Norica Dávila, Catherine E. Graves, Zhiyong Li, John Paul Strachan, R Stanley Williams, Ning Ge, Mark Barnell, Qing Wu, Large Memristor Crossbars for Analog Computing, IEEE International Symposium on Circuits and Systems (ISCAS), May 2018, Florence, Italy. DOI: 10.1109/ISCAS.2018.8351877
  23. Jinfeng Kang*, Bin Gao, Bing Chen, Lifeng Liu, Xiaoyan Liu, Hongyu Yu, Zhongrui Wang, Bin Yu, Oxide-Based RRAM: A Novel Defect- Engineering-Based Implementation For Multilevel Data Storage, 4th IEEE International Memory Workshop (IMW), May 2012, Milan, Italy. DOI: 10.1109/IMW.2012.6213664
  24. Kalya Shubhakar, Kin Leong Pey*, Sunil Singh Kushvaha, Michel Bosman, Sean J O’Shea, Nagarajan Raghavan, Miyuki Kouda, Kuniyuki Kakushima, Zhongrui Wang, Hongyu Yu, Hiroshi Iwai, Nanoscale electrical and physical study of polycrystalline high-κ dielectrics and proposed reliability enhancement techniques, International Reliability Physics Symposium (IRPS), Apr 2011, Monterey, USA. DOI: 10.1109/IRPS.2011.5784578
  25. Bin Gao, Jinfeng Kang*, Yuan Sha Chen, Feifei Zhang, Bing Chen, Peng Huang, Lifeng Liu, Xiaoyan Liu, Yangyuan Wang, Xuan Anh Tran, Zhongrui Wang, Hongyu Yu, Albert Chin, Oxide-Based RRAM: Unified Microscopic Principle for both Unipolar and Bipolar Switching, International Electron Devices Meeting (IEDM), Dec 2011, Washington DC, USA. DOI: 10.1109/IEDM.2011.6131573
  26. Xuan Anh Tran, Bin Gao, Jinfeng Kang, Xing Wu, Ling Wu, Zheng Fang, Zhongrui Wang, Kin Leong Pey, Yee-Chia Yeo, Anyan Du, Ming Liu, Bich-Yen Nguyen, Ming-Fu Li, Hongyu Yu*, Self-Rectifying and Forming- Free Unipolar HfOx Based High Performance RRAM Built by Fab-Available Materials, International Electron Devices Meeting (IEDM), Dec 2011, Washington DC, USA. DOI: 10.1109/IEDM.2011.6131648
  27. Xuan Anh Tran, Bin Gao, Jinfeng Kang, Ling Wu, Zhongrui Wang, Zheng Fang, Kin Leong Pey, Yee-Chia Yeo, Anyan Du, Bich-Yen Nguyen, Ming-Fu Li, Hongyu Yu*, High performance unipolar AlOy/HfOx/Ni based RRAM compatible with Si diodes for 3D application, Symposium on VLSI Technology (VLSI), June 2011, Kyoto, Japan. DOI: https://ieeexplore.ieee.org/document/5984624
  28. Zheng Fang, Hongyu Yu*, Wenjun Liu, Kin Leong Pey, Xiang Li, Ling Wu, Zhongrui Wang, Guo Qiang Lo, Bin Gao, and Jinfeng Kang, Bias temperature instability of binary oxide based ReRAM, International Reliability Physics Symposium (IRPS), May 2010, Garden Grove, USA. DOI: 10.1109/IRPS.2010.5488697

Conference papers / talks

  1. Jichang Yang, Hegan Chen, Jia Chen, Songqi Wang, Shaocong Wang, Yifei Yu, Bo Wang, Ning Lin, Xinyuan Zhang, Rui Chen, Zhongrui Wang*, Dashan Shang*, Han Wang*, Qi Liu, Ming Liu, Conditional Diffusion Model Acceleration with First-Demonstrated RRAM-based In-memory Neural Differential Equation Solver, 70th Annual IEEE International Electron Devices Meeting (IEDM), Dec 2024, San Francisco, USA.
  2. Kam Chi Loong, Shihao Han, Sishuo Liu, Ning Lin, Zhongrui Wang*, RNC: Efficient RRAM-aware NAS and Compilation for DNNs on Resource-Constrained Edge Devices, The 42nd IEEE International Conference on Computer Design (ICCD 2024), Nov 2024, Milan, Italy.
  3. Kwunhang Wong, Songqi Wang, Wei Huang, Xinyuan Zhang, Yangu He, Karl M.H. Lai, Yuzhong Jiao, Ning Lin*, Xiaojuan Qi, Xiaoming Chen*, Zhongrui Wang*, SNNGX: Securing Spiking Neural Networks with Genetic XOR Encryption on RRAM-based Neuromorphic Accelerator, 43rd IEEE/ACM International Conference on Computer-Aided Design (ICCAD), Oct 2024, New York, USA.
  4. Ning Lin*, Songqi Wang*, Xinyuan Zhang, Shaocong Wang, Yangu He, Woyu Zhang, Bo Wang, Jiankun Li, Mingzi Li, Binbin Cui, Yi Li, Jia Chen, Chunwei Xia, Wei Xuan, Xiaoming Chen, Dashan Shang*, Zhongrui Wang*, LSMR: Synergy Randomness in Liquid State Machine and RRAM-based Analog-digital Accelerator, 43rd IEEE/ACM International Conference on Computer-Aided Design (ICCAD), Oct 2024, New York, NY, USA.
  5. Ning Lin, Shaocong Wang, Yue Zhang, Yangu He, Kwunhang Wong, Arindam Basu, Dashan Shang, Xiaoming Chen, Zhongrui Wang*, Older and Wise: The Marriage of Device Aging and Intellectual Property Protection of DNNs, 61st ACM/IEEE Design Automation Conference (DAC), Jun 2024, San Francisco, USA.
  6. Yang Jiang, Fangzhou Du, Kangyao Wen, Jiaqi He, Mujun Li, Chuying Tang, Yi Zhang, Zhongrui Wang*, Qing Wang*, Hongyu Yu*, High VTH and Breakdown Enhancement-Mode GaN HEMTs for Power ICs Application Using Charge Trapping Layer, lEEE 36th International Symposium on Power Semiconductor Devices and ICs (ISPSD), June 2024, Bremen, Germany. DOI: 10.1109/ISPSD59661.2024.10579575
  7. Zhen Yuen Chong†, Yaping Zhao†, Zhongrui Wang, Edmund Y. Lam, Solving Inverse Problems in Compressive Imaging with Score-Based Generative Models, IEEE 10th International Conference on Data Science and Advanced Analytics (DSAA), Oct 2023, Thessaloniki, Greece. DOI: 10.1109/DSAA60987.2023.10302579
  8. Yaping Zhao†, Haitian Zheng†, Zhongrui Wang, Jiebo Luo, Edmund Y. Lam*, Point Cloud Denoising Via Momentum Ascent in Gradient Fields, IEEE International Conference on Image Processing (ICIP), Oct 2023, Kuala Lumpur, Malaysia. DOI: 10.1109/ICIP49359.2023.10222122
  9. Ziqing Wang, Yuetong Fang, Jiahang Cao, Qiang Zhang, Zhongrui Wang*, RenjingXu*, Masked Spiking Transformer, International Conference on Computer Vision (ICCV), Oct 2023, Paris, France. DOI: https://openaccess.thecvf.com/ICCV2023
  10. Zhihua Xiao, Vinayak Bharat Naik, Shun Kong Cheung, Jia Hao Lim, Jae-Hyun Kwon, Zheyu Ren, Zhongrui Wang, Qiming Shao*, Device Variation-Aware Adaptive Quantization for MRAM-based Accurate In-Memory Computing Without On-chip Training. International Electron Devices Meeting (IEDM), Dec 2022, San Francisco, USA. DOI: 10.1109/IEDM45625.2022.10019482
  11. Yaping Zhao, Haitian Zheng, Zhongrui Wang, Jiebo Luo, Edmund Y. Lam*, Manet: Improving Video Denoising with a Multi-Alignment Network, IEEE International Conference on Image Processing (ICIP), Oct 2022, Bordeaux, France. DOI: 10.1109/ICIP46576.2022.9898028
  12. Yaping Zhao, Shuhui Shi, Ramgopal Ravi, Zhongrui Wang, Edmund Y. Lam, Jichang Zhao*, H4M: Heterogeneous, Multi-source, Multi-modal, Multi-view and Multi-distributional Dataset for Socioeconomic Analytics in the Case of Beijing, IEEE 9th International Conference on Data Science and Advanced Analytics (DSAA), Oct 2022, Shenzhen, China. DOI: 10.1109/DSAA54385.2022.10032424
  13. Yaping Zhao, Zhongrui Wang, Edmund Y. Lam*, Improving Source Localization by Perturbing Graph Diffusion, IEEE 9th International Conference on Data Science and Advanced Analytics (DSAA), Oct 2022, Shenzhen, China. DOI: 10.1109/DSAA54385.2022.10032349
  14. Yaping Zhao, Ramgopal Ravi, Shuhui Shi, Zhongrui Wang, Edmund Y. Lam, Jichang Zhao*, PATE: Property, Amenities, Traffic and Emotions Coming Together for Real Estate Price Prediction, IEEE 9th International Conference on Data Science and Advanced Analytics (DSAA), Oct 2022, Shenzhen, China. DOI: 10.1109/DSAA54385.2022.10032416
  15. Woyu Zhang, Shaocong Wang, Yi Li, Xiaoxin Xu, Danian Dong, Nanjia Jiang, Fei Wang, Zeyu Guo, Renrui Fang, Chunmeng Dou, Kai Ni, Zhongrui Wang*, Dashan Shang*, Ming Liu, Few-shot graph learning with robust and energy-efficient memory-augmented graph neural network (MAGNN) based on homogeneous computing-in-memory, IEEE Symposium on VLSI Technology and Circuits (VLSI), June 2022, Honolulu, USA. DOI: 10.1109/VLSITechnologyandCir46769.2022.9830418
  16. Yuan Ren, Rui Lin, Jie Ran, Chang Liu, Chaofan Tao, Zhongrui Wang, Can Li, Ngai Wong, BATMANN: A Binarized-All-Through Memory-Augmented Neural Network for Efficient In-Memory Computing, IEEE 14th International Conference on ASIC (ASICON), Oct 2021, Kunming, China. DOI: 10.1109/ASICON52560.2021.9620292
  17. Fatemeh Kiani, Jun Yin, Zhongrui Wang, J. Joshua Yang, Qiangfei Xia*, All Hardware-Based Two-Layer Perceptron Implemented in Memristor Crossbar Array, IEEE International Symposium on Circuits and Systems (ISCAS), May 2021, Daegu, Korea. DOI: 10.1109/ISCAS51556.2021.9401793
  18. (Invited talk) Mingyi Rao, Zhongrui Wang, Can Li, Hao Jiang, Rivu Midya, Peng Lin, Daniel Belkin, Wenhao Song, Shiva Asapu, Qiangfei Xia, J. Joshua Yang*, Learning with Resistive Switching Neural Networks, International Electron Devices Meeting (IEDM), Dec 2019, San Francisco, USA. DOI: 10.1109/IEDM19573.2019.8993465
  19. Xumeng Zhang, Zhongrui Wang, Wenhao Song, Rivu Midya, Ye Zhuo, Rui Wang, Mingyi Rao, Navnidhi Kumar Upadhyay, Qiangfei Xia, J. Joshua Yang*, Qi Liu*, Ming Liu*, Experimental Demonstration of Conversion-Based SNNs with 1T1R Mott Neurons for Neuromorphic Inference, International Electron Devices Meeting (IEDM), Dec 2019, San Francisco, USA. DOI: 10.1109/IEDM19573.2019.8993519
  20. Can Li, Daniel Belkin, Yunning Li, Peng Yan, Miao Hu, Ning Ge, Hao Jiang, Eric Montgomery, Peng Lin, Zhongrui Wang, John Paul Stracan, Mark Barnell, Qing Wu, R. Stanley Williams, J. Joshua Yang*, Qiangfei Xia*, In-Memory Computing with Memristor Arrays, IEEE International Memory Workshop (IMW), May 2018, Kyoto, Japan. DOI: 10.1109/IMW.2018.8388838
  21. Zhongrui Wang, Rivu Midya, Saumil Joshi, Hao Jiang, Can Li, Peng Lin, Wenhao Song, Mingyi Rao, Yunning Li, Mark Barnell, Qing Wu, Qiangfei Xia*, J. Joshua Yang*, Unconventional computing with diffusive memristors, IEEE International Symposium on Circuits and Systems (ISCAS), May 2018, Florence, Italy. DOI: 10.1109/ISCAS.2018.8351882
  22. Can Li, Yunning Li, Hao Jiang, Wenhao Song, Peng Lin, Zhongrui Wang, J. Joshua Yang*, Qiangfei Xia*, Miao Hu, Eric Montgomery, Jiaming Zhang, Norica Dávila, Catherine E. Graves, Zhiyong Li, John Paul Strachan, R Stanley Williams, Ning Ge, Mark Barnell, Qing Wu, Large Memristor Crossbars for Analog Computing, IEEE International Symposium on Circuits and Systems (ISCAS), May 2018, Florence, Italy. DOI: 10.1109/ISCAS.2018.8351877
  23. Jinfeng Kang*, Bin Gao, Bing Chen, Lifeng Liu, Xiaoyan Liu, Hongyu Yu, Zhongrui Wang, Bin Yu, Oxide-Based RRAM: A Novel Defect- Engineering-Based Implementation For Multilevel Data Storage, 4th IEEE International Memory Workshop (IMW), May 2012, Milan, Italy. DOI: 10.1109/IMW.2012.6213664
  24. Kalya Shubhakar, Kin Leong Pey*, Sunil Singh Kushvaha, Michel Bosman, Sean J O’Shea, Nagarajan Raghavan, Miyuki Kouda, Kuniyuki Kakushima, Zhongrui Wang, Hongyu Yu, Hiroshi Iwai, Nanoscale electrical and physical study of polycrystalline high-κ dielectrics and proposed reliability enhancement techniques, International Reliability Physics Symposium (IRPS), Apr 2011, Monterey, USA. DOI: 10.1109/IRPS.2011.5784578
  25. Bin Gao, Jinfeng Kang*, Yuan Sha Chen, Feifei Zhang, Bing Chen, Peng Huang, Lifeng Liu, Xiaoyan Liu, Yangyuan Wang, Xuan Anh Tran, Zhongrui Wang, Hongyu Yu, Albert Chin, Oxide-Based RRAM: Unified Microscopic Principle for both Unipolar and Bipolar Switching, International Electron Devices Meeting (IEDM), Dec 2011, Washington DC, USA. DOI: 10.1109/IEDM.2011.6131573
  26. Xuan Anh Tran, Bin Gao, Jinfeng Kang, Xing Wu, Ling Wu, Zheng Fang, Zhongrui Wang, Kin Leong Pey, Yee-Chia Yeo, Anyan Du, Ming Liu, Bich-Yen Nguyen, Ming-Fu Li, Hongyu Yu*, Self-Rectifying and Forming- Free Unipolar HfOx Based High Performance RRAM Built by Fab-Available Materials, International Electron Devices Meeting (IEDM), Dec 2011, Washington DC, USA. DOI: 10.1109/IEDM.2011.6131648
  27. Xuan Anh Tran, Bin Gao, Jinfeng Kang, Ling Wu, Zhongrui Wang, Zheng Fang, Kin Leong Pey, Yee-Chia Yeo, Anyan Du, Bich-Yen Nguyen, Ming-Fu Li, Hongyu Yu*, High performance unipolar AlOy/HfOx/Ni based RRAM compatible with Si diodes for 3D application, Symposium on VLSI Technology (VLSI), June 2011, Kyoto, Japan. DOI: https://ieeexplore.ieee.org/document/5984624
  28. Zheng Fang, Hongyu Yu*, Wenjun Liu, Kin Leong Pey, Xiang Li, Ling Wu, Zhongrui Wang, Guo Qiang Lo, Bin Gao, and Jinfeng Kang, Bias temperature instability of binary oxide based ReRAM, International Reliability Physics Symposium (IRPS), May 2010, Garden Grove, USA. DOI: 10.1109/IRPS.2010.5488697

Conference papers / talks

  1. (Seminar) Zhongrui Wang, Hardware-software Codesign for Resistive In-memory Computing, Academic Frontiers Lecture Series, South University of Science and Technology, Dec 2023, Shenzhen, China.
  2. (Plenary talk) Zhongrui Wang, Memristor-based Reservoir Computing, IEEE International Conference on Memristive Computing and Applications (ICMCA) 2023, Dec 2023, Jinan, China.
  3. (Invited talk) Zhongrui Wang, Hardware-Software Co-Design for Analog Computing, EDA forum 2023 by IEEE CEDA Guangzhou Chapter, Dec 2023, Guangzhou, China
  4. (Invited talk) Zhongrui Wang, 基于忆阻器的储池计算, China National Computer Congress (CNCC) 2023, Oct 2023, Shenyang, China.
  5. (Invited talk) Zhongrui Wang, Memristor-based reservoir computing, China Semiconductor Technology International Conference (CSTIC) 2023, June 2023, Shanghai, China.
  6. (Invited talk) Zhongrui Wang, 基于忆阻器的储池计算, 全国电子信息青年科学家论坛之第四届半导体青年学术会议 (MYSS) 2023, May 2023, Shanghai, China.
  7. (Seminar) Zhongrui Wang, 基于忆阻器的回声状态网络, 复旦大学芯片与系统前沿技术论坛, Fudan University, Dec 2022, Shanghai, China.
  8. (Invited talk) Zhongrui Wang, Memristor-based echo state networks, The 5th International Conference on Memristive Materials, Devices & Systems (Memrisys), Nov 2022, Boston, USA.
  9. (Invited talk) Zhongrui Wang, Memristor-based echo state networks, 17th D2T Symposium by Tokyo University, Sep 2022, Tokyo, Japan.
  10. (Seminar) Zhongrui Wang, Bioinspired computing with memristors, 喻园育芯谢列主题讲座Huazhong University of Science and Technology, July 2022, Wuhan, China.
  11. (Seminar) Zhongrui Wang, Memristor-based Echo State Networks, ACCESS Technology Symposium on Frontier of AI Accelerators: Technologies, Circuits and Applications II, June 2022, Hong Kong, China.
  12. (Seminar) Zhongrui Wang, Xiaojuan Qi, Dashan Shang, 用于终端 AI 的忆阻器存算一体系统, TCL Corporate Research (HK) Co Ltd, May 2022, Hong Kong, China.
  13. (Seminar) Zhongrui Wang, Bioinspired Computing with Memristors, Huawei Hong Kong Research Center, July 2022, Hong Kong, China.
  14. (Seminar) Zhongrui Wang, Bio-inspired Computing with Memristors, HK IEEE EDSSC and HKUST-ACE Seminar, Jan 2021, Hong Kong, China.
  15. Zhongrui Wang, Can Li, Peng Lin, Mingyi Rao, Wenhao Song, Daniel Belkin, Yunning Li, Peng Yan, Qiangfei Xia*, J. Joshua Yang*, In situ supervised and reinforcement learning on memristive CNN, ConvLSTM, and MLP, Non-Volatile Memory Technology Symposium (NVMTS), Oct 2019, Durham, USA.
  16. Zhongrui Wang, Can Li, Wenhao Song, Mingyi Rao, Daniel Belkin, Yunning Li, Peng Yan, Hao Jiang, Peng Lin, Miao Hu, John Paul Strachan, Ning Ge, Mark Barnell, Qinru Qiu, R. Stanley Williams, Qiangfei Xia*, J. Joshua Yang*, Reinforcement learning with analog memristor arrays, 7th Annual Neuro-Inspired Computational Elements Workshop (NICE), Mar 2019, Albany, USA.
  17. Mingyi Rao, Zhongrui Wang, Jin-Woo Han, Miao Hu, John Paul Strachan, Mark Barnell, Qing Wu, Qinru Qiu, R. Stanley Williams, Qiangfei Xia*, J. Joshua Yang*, Capacitive neural network with neuro-transistors, 7th Annual Neuro-Inspired Computational Elements Workshop (NICE), Mar 2019, Albany, USA.
  18. (Invited Talk) Zhongrui Wang, Mingyi Rao, Jin-Woo Han, Jiaming Zhang, Huaqiang Wu, Qinru Qiu, R. Stanley Williams, Qiangfei Xia*, and J. Joshua Yang*, Pseudo-memcapacitive Neuro-transistor Based Capacitive Neural Network, IEEE Nanotechnology Materials and Devices Conference (NMDC), Oct 2018, Portland, USA.
  19. (Invited Talk) Can Li, Zhongrui Wang, Saumil Joshi, Navnidhi K. Upadhyay, Rivu Midya, Mingyi Rao, Qiangfei Xia*, and J. Joshua Yang*, Unconventional Computing with Memristive Devices and Arrays, AiMES Meeting, Sep 2018, Cancun, Mexico.
  20. (Plenary Talk) Zhongrui Wang, Saumil Joshi, Jung Ho Yoon, Can Li, Yunning Li, Mingyi Rao, Rivu Midya, Shiva Asapu, Wenhao Song, Qiangfei Xia*, and J. Joshua Yang*, Analog Memristors for Computing, 16th International Workshop on Cellular Nanoscale Networks and their Applications and 6th Memristor and Memristive Symposium (CNNA and MMS), Aug 2018, Budapest, Hungary.
  21. Zhongrui Wang, Saumil Joshi, Qiangfei Xia*, J. Joshua Yang*, Diffusive memristor based synapses and neurons, Electron, Ion, and Photon Beam Technology and Nanofabrication (EIPBN), May 2018, Puerto Rico.
  22. (Invited Talk) Can Li, Miao Hu, Yunning Li, Daniel Belkin, Hao Jiang, Ning Ge, Eric Montgomery, Noraica Dávila, Catherine E Graves, Zhiyong Li, John Paul Strachan, Peng Lin, Wenhao Song, Zhongrui Wang, Mark Barnell, Qing Wu, R. Stanley Williams, Joshua J. Yang*, Qiangfei Xia*, Analog and Neuromorphic Computing with Memristor Arrays, Electron, Ion, and Photon Beam Technology and Nanofabrication (EIPBN), May 2018, Puerto Rico.
  23. (Seminar) Zhongrui Wang, Memory Device for Analog Neuromorphic Computing, EEE Departmental Seminar by South University of Science and Technology, May 2018, Shenzhen, China.
  24. Elliot Fuller, Scott Keene, Zhongrui Wang, Sapan Agarwal, Matthew Marinella, J. Joshua Yang, Alberto Salleo, A. Alex Talin*, Floating Gate Memory-Based on Ion Insertion Electrodes for Low-Voltage Analog Computing, MRS Spring Meeting and Exhibit, Apr 2018, Phoenix, USA.
  25. Elliot J. Fuller, Scott T. Keene, Zhongrui Wang, Sapan Agarwal, Matthew J. Marinella, J. Joshua Yang, Alberto Salleo, A. Alec Talin*, Floating gate memory based on ion insertion electrodes for low-voltage analog computing, APS March Meeting, Mar 2018, Los Angeles, USA.
  26. (Invited Talk) J. Joshua Yang*, Zhongrui Wang, Saumil Joshi, Two-Terminal Selectors Enables Non-Volatile Memory and Neuromorphic Computing Applications, 230th Meeting of Electrochemical Society (PRiME), Oct 2016, Honolulu, USA.
  27. Zheng Fang, Zhongrui Wang, Hongyu Yu*, Device Uniformity Improvement of Oxide-based RRAM with Multilayer Switching Dielectrics, ChinaNANO, Aug 2011, Beijing, China.

Book Chapters

  1. Dingchen Wang, Shuhui Shi, Yi Zhang, Dashan Shang, Qing Wang, Hongyu Yu, Zhongrui Wang*, Stochastic Emerging Resistive Memories for Unconventional Computing, in Advanced Memory Technology: Functional Materials and Devices, 240-289, Royal Society of Chemistry, 2023. DOI: 10.1039/BK9781839169946-00240
  2. Zhongrui Wang, Rivu Midya, and Joshua J. Yang*, Neuronal realizations based on memristive devices, in Memristive devices for brain-inspired computing, 407-426, Elsevier, 2020. https://www.elsevier.com/books/memristive-devices-for-brain-inspired-computing/spiga/978-0-08-102782-0
  3. Rivu Midya, Zhongrui Wang, Mingyi Rao, Navnidhi Kumar Upadhyay, and J. Joshua Yang*, RRAM/Memristor for Computing, in Advances in Non-Volatile Memory and Storage Technology, 539-583, Elsevier, 2019. DOI: 10.1016/B978-0-08-102584-0.00015-2