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2020 – today
- 2024
[j6]Jinyu Bai
, Sifan Sun, Weisheng Zhao, Wang Kang:
CIMQ: A Hardware-Efficient Quantization Framework for Computing-In-Memory-Based Neural Network Accelerators. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 43(1): 189-202 (2024)- [j5]Sifan Sun, Jinyu Bai, Zhaoyu Shi, Weisheng Zhao, Wang Kang:
CIM²PQ: An Arraywise and Hardware-Friendly Mixed Precision Quantization Method for Analog Computing-In-Memory. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 43(7): 2084-2097 (2024) - [j4]Lichuan Luo, Erya Deng, Dijun Liu, Zhen Wang, Weiliang Huang, He Zhang, Xiao Liu, Jinyu Bai, Junzhan Liu, Youguang Zhang, Wang Kang:
CiTST-AdderNets: Computing in Toggle Spin Torques MRAM for Energy-Efficient AdderNets. IEEE Trans. Circuits Syst. I Regul. Pap. 71(3): 1130-1143 (2024) - [c14]Weiliang Huang, Jinyu Bai, Wang Kang, Zhaohao Wang, Kaihua Cao, Hongxi Liu, He Zhang, Weisheng Zhao:
Series-Parallel Hybrid SOT-MRAM Computing-in-Memory Macro with Multi-Method Modulation for High Area and Energy Efficiency. DAC 2024: 193:1-193:6 - [c13]Jinyu Bai, He Zhang, Wang Kang:
MixMixQ: Quantization with Mixed Bit-Sparsity and Mixed Bit-Width for CIM Accelerators. ACM Great Lakes Symposium on VLSI 2024: 537-540 - 2023
- [j3]Jinyu Bai, Wenlu Xue, Yunqian Fan, Sifan Sun, Wang Kang:
Partial Sum Quantization for Computing-In-Memory-Based Neural Network Accelerator. IEEE Trans. Circuits Syst. II Express Briefs 70(8): 3049-3053 (2023) - [c12]Haiyan Qin, Yejun Zeng, Jinyu Bai, Wang Kang:
Searching Tiny Neural Networks for Deployment on Embedded FPGA. AICAS 2023: 1-5 - [c11]Wenlu Xue, Jinyu Bai, Sifan Sun, Wang Kang:
Hierarchical Non-Structured Pruning for Computing-In-Memory Accelerators with Reduced ADC Resolution Requirement. DATE 2023: 1-6 - [c10]Jinyu Bai, Sifan Sun, Wang Kang:
Exploring Bit-Level Sparsity for Partial Sum Quantization in Computing-In-Memory Accelerator. NVMSA 2023: 32-37 - [c9]Sifan Sun, Jinming Ge, Jinyu Bai, Wang Kang:
ES-MPQ: Evolutionary Search Enabled Mixed Precision Quantization Framework for Computing-in-Memory. NVMSA 2023: 38-43 - 2022
- [j2]Lichuan Luo, Dijun Liu, He Zhang, Youguang Zhang, Jinyu Bai, Wang Kang:
SpinCIM: spin orbit torque memory for ternary neural networks based on the computing-in-memory architecture. CCF Trans. High Perform. Comput. 4(4): 421-434 (2022) - [j1]He Zhang, Junzhan Liu, Jinyu Bai, Sai Li, Lichuan Luo, Shaoqian Wei, Jianxin Wu, Wang Kang:
HD-CIM: Hybrid-Device Computing-In-Memory Structure Based on MRAM and SRAM to Reduce Weight Loading Energy of Neural Networks. IEEE Trans. Circuits Syst. I Regul. Pap. 69(11): 4465-4474 (2022) - [c8]Wenshuo Li, Xinghao Chen, Jinyu Bai, Xuefei Ning, Yunhe Wang:
Searching for Energy-Efficient Hybrid Adder-Convolution Neural Networks. CVPR Workshops 2022: 1942-1951 - 2021
- [c7]Jinyu Bai, Yunqian Fan, Sifan Sun, Wang Kang, Weisheng Zhao:
Tiny neural network search and implementation for embedded FPGA: a software-hardware co-design approach. A-SSCC 2021: 1-3 - [c6]Lichuan Luo, He Zhang, Jinyu Bai, Youguang Zhang, Wang Kang, Weisheng Zhao:
SpinLiM: Spin Orbit Torque Memory for Ternary Neural Networks Based on the Logic-in-Memory Architecture. DATE 2021: 1865-1870 - [c5]He Zhang, Junzhan Liu, Kang Wang, Yunqian Fan, Shufeng Fu, Jinyu Bai, Biao Pan, Yongpan Liu, Weisheng Zhao:
A 40nm 33.6Tops/W 8T-SRAM Computing-in-Memory Macro with DAC-less Spike-Pulse-Truncation Input and ADC-less Charge-Reservoir-Integrate-Counter Output. ICTA 2021: 123-124 - [c4]Yan Huang, Erya Deng, Jinyu Bai, Qing Yang, Wang Kang, Biao Pan:
HSC: A Hybrid Spin/CMOS Logic Based In-Memory Engine with Area-Efficient Mapping Strategy. ISCAS 2021: 1-5
2010 – 2019
- 2019
- [c3]Biao Pan, Kang Wang, Xing Chen, Jinyu Bai, Jianlei Yang, Sai Li, Youguang Zhang, Weisheng Zhao:
Magnetic Skyrmion-Based Neural Recording System Design for Brain Machine Interface. ISCAS 2019: 1-5 - [c2]Biao Pan, Kang Wang, Xing Chen, Jinyu Bai, Jianlei Yang, Youguang Zhang, Weisheng Zhao:
SR-WTA: Skyrmion Racing Winner-Takes-All Module for Spiking Neural Computing. ISCAS 2019: 1-5 - 2018
- [c1]Sai Li, Wang Kang, Xing Chen, Jinyu Bai, Biao Pan, Youguang Zhang, Weisheng Zhao:
Emerging Neuromorphic Computing Paradigms Exploring Magnetic Skyrmions. ISVLSI 2018: 539-544
Coauthor Index
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