职称:
副教授、硕士生导师
电子邮箱:
xiaoshlin@mail.sysu.edu.cn
学术经历:
中山大学 微电子科学与技术学院 副教授
中山大学 电子与信息工程学院 副研究员
日本东京工业大学 通信与计算机工学 博士
日本东京工业大学 通信与计算机工学 Research Student
电子科技大学 通信与信息系统 硕士
电子科技大学 通信工程 学士
授课课程:
- 《微机原理与嵌入式系统》(本科)
- 《微机原理与嵌入式系统实验》(本科)
- 《超大规模数字集成电路设计》(研究生)
- 《微处理器体系架构与设计》(研究生)
研究方向:
数字集成电路设计、计算机体系结构
- 芯片:类脑芯片、人工智能芯片
- 架构:领域专用架构、可重构计算架构
- 方法学:异步电路设计方法、机器学习算法/硬件协同设计方法
科研项目:
- 国家自然科学基金重点项目,片上自学习全异步类脑计算芯片关键技术研究,2024/01-2028/12,主要参与人
- 广东省重点领域研发计划,大规模在线学习类脑芯片架构及应用,2023/06-2026/06,子课题负责人
- 国家自然科学基金青年科学基金项目,数据驱动异步专用处理器能效问题研究,2020/01-2022/12,负责人
- 国家重点研发计划课题,多颗粒度可重构计算架构研究,2019/08-2022/07,子课题负责人
- 国家自然科学基金重点项目,可编程动态自重构三维阵列芯片体系结构关键技术,2019/01-2023/12,主要参与人
- 多项华为公司横向项目,负责人
学术兼职和社会服务:
- 学术会议技术委员会成员
- IEEE International Conference on Integrated Circuits, Technologies and Applications, TPC Member, 2020年至今
- 学术期刊审稿人
- IEEE Transactions on Computer-Aided Design of Integrated Circuits & Systems
- IEEE Transactions on Circuits and Systems I: Regular Papers
- IEEE Transactions on Circuits and Systems II: Express Briefs
- IEEE Transactions on Biomedical Circuits and Systems
- IEEE Transactions on Very Large Scale Integration (VLSI) Systems
代表性科研成果:
- Wei Liu, Shanlin Xiao*, Yue Liu and Zhiyi Yu*, "SC-PLR: An Approximate Spiking Neural Network Accelerator with On-Chip Predictive Learning Rule," in IEEE Transactions on Biomedical Circuits and Systems, 2024.
- Lingfeng Zhou, Shanlin Xiao*, Huiyao Wang, Jinghai Wang, Zeyang Xu, Bohan Wang, Zhiyi Yu, "Better-Than-Worst-Case: A Frequency Adaptation Asynchronous RISC-V Core With Vector Extension," in IEEE Transactions on Very Large Scale Integration (VLSI) Systems, 2024.
- Huiyao Wang, Shanlin Xiao*, Lingfeng Zhou, Jinghai Wang, Zeyang Xu, Bohan Wang, Zhiyi Yu*, "LAC: A Novel Lightweight Asynchronous Controller with Optimized Phase Shift," in IEEE Transactions on Circuits and Systems II: Express Briefs, 2024.
- Yuhao Huang, Shanlin Xiao*, Zhiyu Li and Zhiyi Yu*, "An Asynchronous Bundled-Data Template With Current Sensing Completion Detection Technique," in IEEE Transactions on Circuits and Systems II: Express Briefs, vol. 69, no. 9, pp. 3904-3908, Sept. 2022.
- Zhiyu Li, Yuhao Huang, Longfeng Tian, Ruimin Zhu, Shanlin Xiao* and Zhiyi Yu*, "A Low-Power Asynchronous RISC-V Processor With Propagated Timing Constraints Method," in IEEE Transactions on Circuits and Systems II: Express Briefs, vol. 68, no. 9, pp. 3153-3157, Sept. 2021.
- Huanliang Zheng, Yuhao Guo, Xingyu Yang, Shanlin Xiao* and Zhiyi Yu*, "Balancing the Cost and Performance Trade-Offs in SNN Processors," in IEEE Transactions on Circuits and Systems II: Express Briefs, vol. 68, no. 9, pp. 3172-3176, Sept. 2021.
- Shanlin Xiao, Weikun Liu, Junshu Lin, Zhiyi Yu*, "A Data-Driven Asynchronous Neural Network Accelerator," in IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 40, no. 9, pp. 1874-1886, Sept. 2021.
- Mingyuan Meng, Xingyu Yang, Lei Bi, Jinman Kim, Shanlin Xiao* and Zhiyi Yu*, "High-parallelism Inception-like Spiking Neural Networks for Unsupervised Feature Learning," Neurocomputing 441: 92-104 (2021).
- Shanlin Xiao#, Wei Liu#, Yuhao Guo, Zhiyi Yu*, "Low-Cost Adaptive Exponential Integrate-and-Fire Neuron Using Stochastic Computing," in IEEE Transactions on Biomedical Circuits and Systems, vol. 14, no. 5, pp. 942-950, Oct. 2020.
- Shanlin Xiao, Yuhao Guo, Wenkang Liao, Huipeng Deng, Yi Luo, Huanliang Zheng, Jian Wang, Cheng Li, Gezi Li, Zhiyi Yu*, "NeuronLink: An Efficient Chip-to-Chip Interconnect for Large-Scale Neural Network Accelerators," in IEEE Transactions on Very Large Scale Integration (VLSI) Systems, vol. 28, no. 9, pp. 1966-1978, Sept. 2020.
- Shanlin Xiao, Tsuyoshi Isshiki*, Dongju Li, Hiroaki Kunieda, "HOG-Based Object Detection Processor Design Using ASIP Methodology," IEICE Transactions on Fundamentals, 2017, E100-A(12): 2972~2984.
- Shanlin Xiao, Tsuyoshi Isshiki*, Dongju Li, Hiroaki Kunieda, "Design of an Application Specific Instruction Set Processor for Real-Time Object Detection Using AdaBoost Algorithm," IEICE Transactions on Fundamentals, 2017, E100-A(07): 1384~1395.
- Lingfeng Zhou, Shanlin Xiao*, Huiyao Wang, Jinghai Wang, Zeyang Xu, Bohan Wang, Zhiyi Yu, "An Efficient Asynchronous Circuits Design Flow with Backward Delay Propagation Constraint," 2024 Design, Automation & Test in Europe Conference & Exhibition (DATE), Valencia, Spain, 2024, pp. 1-6.
- Yue Liu, Shanlin Xiao*, Bo Li and Zhiyi Yu*, "Sparsespikformer: A Co-Design Framework for Token and Weight Pruning in Spiking Transformer," 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Seoul, Korea, Republic of, 2024, pp. 6410-6414.
- Hui Deng, Jian Wang, Huafeng Ye, Shanlin Xiao*, Xiangyu Meng and Zhiyi Yu*, "3D-VNPU: A Flexible Accelerator for 2D/3D CNNs on FPGA," 2021 IEEE 29th Annual International Symposium on Field-Programmable Custom Computing Machines (FCCM), Orlando, USA, 2021, pp. 181-185.
- Xingyu Yang, Mingyuan Meng, Shanlin Xiao* and Zhiyi Yu*, "SPA: Stochastic Probability Adjustment for System Balance of Unsupervised SNNs," 2020 25th International Conference on Pattern Recognition (ICPR), Milan, Italy, 2021, pp. 6417-6424.
- Mingyuan Meng, Xingyu Yang, Shanlin Xiao*, Zhiyi Yu*, "Spiking Inception Module for Multi-layer Unsupervised Spiking Neural Networks," 2020 International Joint Conference on Neural Networks (IJCNN), Glasgow, UK, 2020, pp. 1-8.
- Shanlin Xiao, Tsuyoshi Isshiki*, Dongju Li, Hiroaki Kunieda, "An Efficient Embedded Processor for Object Detection Using ASIP Methodology," 2016 IEEE 27th International Conference on Application-specific Systems, Architectures and Processors (ASAP), London, UK, 2016, pp. 225-226.
(*通讯作者、#共同第一作者)