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2020 – today
- 2024
[j18]Yang Li
, Wei Wang, Ming Wang, Chunmeng Dou, Zhengyu Ma, Huihui Zhou, Peng Zhang, Nicola Lepri, Xumeng Zhang, Qing Luo, Xiaoxin Xu, Guanhua Yang, Feng Zhang, Ling Li, Daniele Ielmini, Ming Liu:
Binary-Stochasticity-Enabled Highly Efficient Neuromorphic Deep Learning Achieves Better-than-Software Accuracy. Adv. Intell. Syst. 6(1) (2024)- [j17]Woyu Zhang, Zhi Li, Xinyuan Zhang, Fei Wang, Shaocong Wang, Ning Lin, Yi Li, Jun Wang, Jinshan Yue, Chunmeng Dou, Xiaoxin Xu, Zhongrui Wang, Dashan Shang:
Fully Binarized Graph Convolutional Network Accelerator Based on In-Memory Computing with Resistive Random-Access Memory. Adv. Intell. Syst. 6(7) (2024) - [j16]Qiqiao Wu, Yue Cao, Qing Luo, Haijun Jiang, Zhongze Han, Yongkang Han, Chunmeng Dou, Hangbing Lv, Qi Liu, Jianguo Yang, Ming Liu:
A 9-Mb HZO-Based Embedded FeRAM With 10-Cycle Endurance and 5/7-ns Read/Write Using ECC-Assisted Data Refresh and Offset-Canceled Sense Amplifier. IEEE J. Solid State Circuits 59(1): 208-218 (2024) - [j15]Jinshan Yue, Yongpan Liu, Xiaoyu Feng, Yifan He, Jingyu Wang, Zhe Yuan, Mingtao Zhan, Jiaxin Liu, Jian-Wei Su, Yen-Lin Chung, Ping-Chun Wu, Li-Yang Hong, Meng-Fan Chang, Nan Sun, Chunmeng Dou, Xueqing Li, Ming Liu, Huazhong Yang:
An Energy-Efficient Computing-in-Memory NN Processor With Set-Associate Blockwise Sparsity and Ping-Pong Weight Update. IEEE J. Solid State Circuits 59(5): 1612-1627 (2024) - [j14]Shengzhe Yan, Jinshan Yue, Chaojie He, Zi Wang, Zhaori Cong, Yifan He, Mufeng Zhou, Wenyu Sun, Xueqing Li, Chunmeng Dou, Feng Zhang, Huazhong Yang, Yongpan Liu, Ming Liu:
A 28-nm Floating-Point Computing-in-Memory Processor Using Intensive-CIM Sparse-Digital Architecture. IEEE J. Solid State Circuits 59(8): 2630-2643 (2024) - [j13]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 Trans. Circuits Syst. II Express Briefs 71(5): 2614-2618 (2024) - [j12]Junjie An, Zhidao Zhou, Linfang Wang, Wang Ye, Weizeng Li, Hanghang Gao, Zhi Li, Jinghui Tian, Yan Wang, Hongyang Hu, Jinshan Yue, Lingyan Fan, Shibing Long, Qi Liu, Chunmeng Dou:
Write-Verify-Free MLC RRAM Using Nonbinary Encoding for AI Weight Storage at the Edge. IEEE Trans. Very Large Scale Integr. Syst. 32(2): 283-290 (2024) - [c15]Weizeng Li, Linfang Wang, Zhi Li, Wang Ye, Zhidao Zhou, Haiyang Zhou, Hanghang Gao, Jinshan Yue, Hongyang Hu, Fengman Liu, Qing Luo, Chunmeng Dou:
A 2T P-Channel Logic Flash Cell for Reconfigurable Interconnection in Chiplet-Based Computing-In-Memory Accelerators. ISCAS 2024: 1-4 - [c14]Linfang Wang, Weizeng Li, Zhidao Zhou, Hanghang Gao, Zhi Li, Wang Ye, Hongyang Hu, Jing Liu, Jinshan Yue, Jianguo Yang, Qing Luo, Chunmeng Dou, Qi Liu, Ming Liu:
34.9 A Flash-SRAM-ADC-Fused Plastic Computing-in-Memory Macro for Learning in Neural Networks in a Standard 14nm FinFET Process. ISSCC 2024: 582-584 - [c13]Zhuoyu Dai, Shengzhe Yan, Zhaori Cong, Zeyu Guo, Yifan He, Wenyu Sun, Chunmeng Dou, Feng Zhang, Jinshan Yue, Yongpan Liu, Ming Liu:
A 41.7TOPS/W@INT8 Computing-in-Memory Processor with Zig-Zag Backbone-Systolic CIM and Block/Self-Gating CAM for NN/Recommendation Applications. VLSI Technology and Circuits 2024: 1-2 - [c12]Menggan Liu, Zhi Li, Wendong Lu, Kaifei Chen, Jiebin Niu, Fuxi Liao, Zijing Wu, Congyan Lu, Weizeng Li, Di Geng, Nianduan Lu, Chunmeng Dou, Guanhua Yang, Ling Li, Ming Liu:
First Demonstration of Monolithic Three-Dimensional Integration of Ultra-High Density Hybrid IGZO/Si SRAM and IGZO 2T0C DRAM Achieving Record-Low Latency (5000s). VLSI Technology and Circuits 2024: 1-2 - 2023
- [j11]Wang Ye, Linfang Wang, Zhidao Zhou, Junjie An, Weizeng Li, Hanghang Gao, Zhi Li, Jinshan Yue, Hongyang Hu, Xiaoxin Xu, Jianguo Yang, Jing Liu, Dashan Shang, Feng Zhang, Jinghui Tian, Chunmeng Dou, Qi Liu, Ming Liu:
A 28-nm RRAM Computing-in-Memory Macro Using Weighted Hybrid 2T1R Cell Array and Reference Subtracting Sense Amplifier for AI Edge Inference. IEEE J. Solid State Circuits 58(10): 2839-2850 (2023) - [j10]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 Trans. Circuits Syst. II Express Briefs 70(6): 1871-1875 (2023) - [j9]Hongyang Hu, Xiwei Wang, Zi Wang, Haiyang Zhou, Danian Dong, Jinshan Yue, Wan Pang, Xiaoxin Xu, Chunmeng Dou:
A 40-nm SONOS Digital CIM Using Simplified LUT Multiplier and Continuous Sample-Hold Sense Amplifier for AI Edge Inference. IEEE Trans. Very Large Scale Integr. Syst. 31(12): 2044-2052 (2023) - [c11]Jinshan Yue, Chaojie He, Zi Wang, Zhaori Cong, Yifan He, Mufeng Zhou, Wenyu Sun, Xueqing Li, Chunmeng Dou, Feng Zhang, Huazhong Yang, Yongpan Liu, Ming Liu:
A 28nm 16.9-300TOPS/W Computing-in-Memory Processor Supporting Floating-Point NN Inference/Training with Intensive-CIM Sparse-Digital Architecture. ISSCC 2023: 252-253 - [c10]Jianguo Yang, Qing Luo, Xiaoyong Xue, Haijun Jiang, Qiqiao Wu, Zhongze Han, Yue Cao, Yongkang Han, Chunmeng Dou, Hangbing Lv, Qi Liu, Ming Liu:
A 9Mb HZO-Based Embedded FeRAM with 1012-Cycle Endurance and 5/7ns Read/Write using ECC-Assisted Data Refresh and Offset-Canceled Sense Amplifier. ISSCC 2023: 498-499 - [c9]Jinshan Yue, Mingtao Zhan, Zi Wang, Yifan He, Yaolei Li, Songming Yu, Wenyu Sun, Lu Jie, Chunmeng Dou, Xueqing Li, Nan Sun, Huazhong Yang, Ming Liu, Yongpan Liu:
A 5.6-89.9TOPS/W Heterogeneous Computing-in-Memory SoC with High-Utilization Producer-Consumer Architecture and High-Frequency Read-Free CIM Macro. VLSI Technology and Circuits 2023: 1-2 - [i1]Yang Li, Wei Wang, Ming Wang, Chunmeng Dou, Zhengyu Ma, Huihui Zhou, Peng Zhang, Nicola Lepri, Xumeng Zhang, Qing Luo, Xiaoxin Xu, Guanhua Yang, Feng Zhang, Ling Li, Daniele Ielmini, Ming Liu:
Binary stochasticity enabled highly efficient neuromorphic deep learning achieves better-than-software accuracy. CoRR abs/2304.12866 (2023) - 2022
- [j8]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. Adv. Intell. Syst. 4(8) (2022) - [j7]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. Adv. Intell. Syst. 4(8) (2022) - [j6]Jinshan Yue, Yongpan Liu, Zhe Yuan, Xiaoyu Feng, Yifan He, Wenyu Sun, Zhixiao Zhang, Xin Si, Ruhui Liu, Zi Wang, Meng-Fan Chang, Chunmeng Dou, Xueqing Li, Ming Liu, Huazhong Yang:
STICKER-IM: A 65 nm Computing-in-Memory NN Processor Using Block-Wise Sparsity Optimization and Inter/Intra-Macro Data Reuse. IEEE J. Solid State Circuits 57(8): 2560-2573 (2022) - [c8]Hongyang Hu, Zi Wang, Xiaoxin Xu, Kai Xi, Kun Zhang, Junyu Zhang, Chunmeng Dou:
A 55nm 32Mb Digital Flash CIM Using Compressed LUT Multiplier and Low Power WL Voltage Trimming Scheme for AI Edge Inference. APCCAS 2022: 1-5 - [c7]Linfang Wang, Junjie An, Wang Ye, Weizeng Li, Hanghang Gao, Yangu He, Jianfeng Gao, Jinshan Yue, Lingyan Fan, Chunmeng Dou:
RRAM Computing-in-Memory Using Transient Charge Transferring for Low-Power and Small-Latency AI Edge Inference. APCCAS 2022: 497-500 - [c6]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. VLSI Technology and Circuits 2022: 224-225 - 2021
- [j5]Linfang Wang, Wang Ye, Chunmeng Dou, Xin Si, Xiaoxin Xu, Jing Liu, Dashan Shang, Jianfeng Gao, Feng Zhang, Yongpan Liu, Meng-Fan Chang, Qi Liu:
Efficient and Robust Nonvolatile Computing-In-Memory Based on Voltage Division in 2T2R RRAM With Input-Dependent Sensing Control. IEEE Trans. Circuits Syst. II Express Briefs 68(5): 1640-1644 (2021) - [c5]Sitao Zeng, Yuxin Zhang, Zhiguo Zhu, Zhaolong Qin, Chunmeng Dou, Xin Si, Qiang Li:
MLFlash-CIM: Embedded Multi-Level NOR-Flash Cell based Computing in Memory Architecture for Edge AI Devices. AICAS 2021: 1-4 - [c4]Linfang Wang, Wang Ye, Junjie An, Chunmeng Dou, Qi Liu, Meng-Fan Chang, Ming Liu:
Sparsity-Aware Clamping Readout Scheme for High Parallelism and Low Power Nonvolatile Computing-in-Memory Based on Resistive Memory. ISCAS 2021: 1-4 - [c3]Yuxin Zhang, Sitao Zeng, Zhiguo Zhu, Zhaolong Qin, Chen Wang, Jingjing Li, Sanfeng Zhang, Yajuan He, Chunmeng Dou, Xin Si, Meng-Fan Chang, Qiang Li:
A 40nm 1Mb 35.6 TOPS/W MLC NOR-Flash Based Computation-in-Memory Structure for Machine Learning. ISCAS 2021: 1-5
2010 – 2019
- 2019
- [j4]Jiahao Yin, Chunmeng Dou, Danian Dong, Jie Yu, Xiaoxin Xu, Qing Luo, Tiancheng Gong, Lu Tai, Peng Yuan, Xiaoyong Xue, Ming Liu, Hangbing Lv:
A 0.75 V reference clamping sense amplifier for low-power high-density ReRAM with dynamic pre-charge technique. IEICE Electron. Express 16(12): 20190201 (2019) - [c2]Jinsong Wei, Jilin Zhang, Xumeng Zhang, Zuheng Wu, Chunmeng Dou, Tuo Shi, Hong Chen, Qi Liu:
An Asynchronous AER Circuits with Rotation Priority Tree Arbiter for Neuromorphic Hardware with Analog Neuron. ASICON 2019: 1-4 - 2017
- [c1]Chunmeng Dou, Wei-Hao Chen, Yi-Ju Chen, Huan-Ting Lin, Wei-Yu Lin, Mon-Shu Ho, Meng-Fan Chang:
Challenges of emerging memory and memristor based circuits: Nonvolatile logics, IoT security, deep learning and neuromorphic computing. ASICON 2017: 140-143 - 2014
- [j3]Chunmeng Dou, Tomoya Shoji, Kazuhiro Nakajima, Kuniyuki Kakushima, Parhat Ahmet, Yoshinori Kataoka, Akira Nishiyama, Nobuyuki Sugii, Hitoshi Wakabayashi, Kazuo Tsutsui, Kenji Natori, Hiroshi Iwai:
Characterization of interface state density of three-dimensional Si nanostructure by charge pumping measurement. Microelectron. Reliab. 54(4): 725-729 (2014) - [j2]Chunmeng Dou, Dennis Lin, Abhitosh Vais, Tsvetan Ivanov, Han-Ping Chen, Koen Martens, Kuniyuki Kakushima, Hiroshi Iwai, Yuan Taur, Aaron Thean, Guido Groeseneken:
Determination of energy and spatial distribution of oxide border traps in In0.53Ga0.47As MOS capacitors from capacitance-voltage characteristics measured at various temperatures. Microelectron. Reliab. 54(4): 746-754 (2014) - 2012
- [j1]Chunmeng Dou, Kuniyuki Kakushima, Parhat Ahmet, Kazuo Tsutsui, Akira Nishiyama, Nobuyuki Sugii, Kenji Natori, Takeo Hattori, Hiroshi Iwai:
Resistive switching behavior of a CeO2 based ReRAM cell incorporated with Si buffer layer. Microelectron. Reliab. 52(4): 688-691 (2012)
Coauthor Index
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