宮磊


Email: leigong0203@ustc.edu.cn


主要研究方向：FPGA硬件加速係統、人工智能加速器、領域專用計算


宮磊，博士，副教授，碩士研究生導師，CCF分布式計算與係統專委會委員。2019年於中國科學技術大學獲得計算機係統結構專業博士學位。主要從事可重構硬件加速係統和神經網絡加速器方麵的研究工作，近年來基於相關成果在IEEE TCAD、IEEE TPDS、IEEE TC、FPGA、CODES+ISSS、DATE等計算機係統結構方向高水平期刊和會議發表論文20餘篇。擔任包括ACM TODAES、ACM TRETS、IEEE TCAS等領域內知名Trans.在內的多個期刊審稿人。作為負責人主持國家自然科學基金青年項目、江蘇省自然科學基金青年項目、188金宝慱体育版 青年創新重點基金等項目4項。

 

獲獎情況：

  1. 2023年-蘇州市計算機學會科學技術獎

  2. 2021年-蘇州市人工智能學會自然科學獎

  3. 2021年-中國科學技術大學墨子傑出青年

  4. 2021年-PAAP 2021最佳論文獎

  5. 2020年-ACM China合肥分會優秀博士論文獎

  6. 2020年-蘇州市計算機學會科學技術獎

  7. 2018年-CODES+ISSS 2018最佳論文提名獎


代表性論著：

  1. Lei Gong, Chao Wang*, Haojun Xia, Xianglan Chen, Xi Li, Xuehai Zhou: Enabling Fast and Memory-Efficient Acceleration for Pattern Matching Workloads: The Lightweight Automata Processing Engine. IEEE Trans. Computers 72(4): 1011-1025 (2023). 

  2. Xuan Wang, Lei Gong*, Jing Cao, Wenqi Lou, Weiya Wang, Chao Wang*, Xuehai Zhou: hAP: A Spatial-von Neumann Heterogeneous Automata Processor with Optimized Resource and IO Overhead on FPGA. FPGA 2023: 185-196. The leading conference on reconfigurable computing.

  3. Yingxue Gao, Lei Gong*, Chao Wang*, Teng Wang, Xi Li, Xuehai Zhou: Algorithm/Hardware Co-Optimization for Sparsity-Aware SpMM Acceleration of GNNs. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 42(12): 4763-4776 (2023).

  4. Lei Gong, Chao Wang*, Xi Li, Xuehai Zhou: Improving HW/SW Adaptability for Accelerating CNNs on FPGAs Through A Dynamic/Static Co-Reconfiguration Approach. IEEE Trans. Parallel Distributed Syst. 32(7): 1854-1865 (2021).

  5. Wenqi Lou, Lei Gong*, Chao Wang*, Zidong Du, Xuehai Zhou: OctCNN: A High Throughput FPGA Accelerator for CNNs Using Octave Convolution Algorithm. IEEE Trans. Computers 71(8): 1847-1859 (2022).

  6. Teng Wang, Lei Gong*, Chao Wang*, Yang Yang, Yingxue Gao, Xuehai Zhou, Huaping Chen: ViA: A Novel Vision-Transformer Accelerator Based on FPGA. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 41(11): 4088-4099 (2022).

  7. Chao Wang, Lei Gong*, Fahui Jia, Xuehai Zhou: An FPGA Based Accelerator for Clustering Algorithms With Custom Instructions. IEEE Trans. Computers 70(5): 725-732 (2021).

  8. Chao Wang, Lihui Jin, Lei Gong*, Chongchong Xu, Yahui Hu, Luchao Tan, Xuehai Zhou: Tinker: A Middleware for Deploying Multiple NN-Based Applications on a Single Machine. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 40(7): 1495-1499 (2021).

  9. Chao Wang, Lei Gong*, Xiang Ma, Xi Li, Xuehai Zhou: WooKong: A Ubiquitous Accelerator for Recommendation Algorithms With Custom Instruction Sets on FPGA. IEEE Trans. Computers 69(7): 1071-1082 (2020).

  10. Lei Gong, Chao Wang*, Xi Li, Huaping Chen, Xuehai Zhou: MALOC: A Fully Pipelined FPGA Accelerator for Convolutional Neural Networks With All Layers Mapped on Chip. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 37(11): 2601-2612 (2018) CODES+ISSS 2018 Best Paper Candidate.



（更新於2024年3月）

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