孙经纬

时间:2021-01-13浏览:8123

 

Email:sunjw@ustc.edu.cn


主页:https://faculty.ustc.edu.cn/sunjingwei/zh_CN/index.htm


  

主要研究方向高性能计算,性能评测与建模,高效深度学习推理


孙经纬,副教授。2020年于中国科学技术大学获得博士学位。2018年3月至9月于瑞士苏黎世联邦理工学院访问学习,2021年12月至2022年3月于微软亚洲研究院访问交流。主要研究方向为高性能计算、并行程序性能建模与预测、高效深度学习推理等。以第一/通讯作者在TPDS、TACO、TC、DAC、NeurIPS、AAAI、ICS等期刊或会议发表论文二十余篇;申请专利6项。获 IEEE Cluster 2024 最佳论文奖、Bench 2021最佳学生论文奖、ACM SIGHPC China 2025 新星奖。主持国家自然基金青年项目(C类)以及华为、字节跳动、中科曙光、蔚来汽车等企业科研项目7项,作为技术骨干参与中科院先导专项等科研项目4项。

 

代表性论著

1. Han Li, Jingwei Sun*, Junqing Lin, Guangzhong Sun*: Weaver: Stratified Expert Scheduling for Memory-Constrained MoE Inference. The 63rd Annual ACM/IEEE Design Automation Conference 2026. (CCF-A)

2. Jiyu Luo, Qingguo Xu, Tao Yan, Jingwei Sun*, Guangzhong Sun. HFProxy: Synthesizing Portable and High-Fidelity Proxy Applications for MPI Programs. ACM Transactions on Architecture and Code Optimization. 2025. (CCF-A)

3. Mingge Lu, Jingwei Sun*, Junqing Lin, Zechun Zhou, Guangzhong Sun*. Lua-LLM: Learning Unstructured-Sparsity Allocation for Large Language Models. The Thirty-ninth Annual Conference on Neural Information Processing Systems 2025. (CCF-A)

4. Han Li, Jingwei Sun*,Junqing Lin, Guangzhong Sun*. CommitMoE: Efficient Fallback-Free MoE Inference with Offloading Under GPU Memory Constraints. Proceedings of the AAAI Conference on Artificial Intelligence 2026. (CCF-A)

5. Zhengding Hu, Jingwei Sun*, Guangzhong Sun*. GNNPilot: A Holistic Framework for High-Performance Graph Neural Network Computations on GPUs. ACM Transactions on Architecture and Code Optimization. 22, 2, Article 74, 2025. (CCF-A)

6. Jingwen Sun, Zhiyi Tian, Yu He, Jingwei Sun*, Guangzhong Sun*: Introducing Graph Context into Language Models through Parameter-Efficient Fine-Tuning for Lexical Relation Mining. Association for Computational Linguistics (1) 2025: 10359-10374. (CCF-A)

7. Junqing Lin, Jingwei Sun*, Xiaolong Shi, Honghe Zhang, Xianzhi Yu, Xinzhi Wang, Jun Yao, and Guangzhong Sun*. LO-SpMM: Low-cost Search for High-performance SpMM Kernels on GPUs. ACM Transactions on Architecture and Code Optimization. 21, 4, Article 73, 2024. (CCF-A)

8. Zhengding Hu, Jingwei Sun*, Zhongyang Li, and Guangzhong Sun*. AG-SpTRSV: An Automatic Framework to Optimize Sparse Triangular Solve on GPUs. ACM Transactions on Architecture and Code Optimization. 21, 4, Article 70, 2024. (CCF-A)

9. Jiyu Luo, Tao Yan, Qingguo Xu, Jingwei Sun*, and Guangzhong Sun. Siesta: Synthesizing Proxy Applications for MPI Programs. In IEEE International Conference on Cluster Computing, CLUSTER 2024, Kobe, Japan, September 24-27, 2024. (CCF-B, Best Paper Award)

10. Jingwei Sun, Tao Yan, Hao Sun, Huancheng Lin, Guangzhong Sun. Lossy Compression of Communication Traces Using Recurrent Neural Networks. IEEE Transactions on Parallel and Distributed Systems. 33(11): 3106-3116 2022. (CCF-A)


【更新于2026年3月】