教育经历:
● 2020年9月-2025年6月 深圳大学 计算机科学与技术 博士学位
● 2016年9月-2020年6月 深圳大学 计算机科学与技术 学士学位
工作经历:
● 2025年9月-至今 北京理工大学(珠海) 助理教授
主要研究领域:
● AI加速器–面向大模型等AI应用的存储、计算优化加速
● AI计算系统–支撑AI应用高效运行的系统软件设计(System for AI)
● 系统智能化–利用AI技术优化系统设计与运行效率(AI for System)
● 新型系统架构–存算一体化架构、近数据计算架构、新型存储架构
● 嵌入式系统–嵌入式系统软件、嵌入式架构设计
代表性成果:
● 荣誉
入选2025年中国计算机学会CCF嵌入式系统博士学位论文激励计划(仅6人)
● 学术论文
[1] Jiaxian Chen, Haoran Duan, Zhenxuan Ou, Qin Chen, Shangyu Wu, Kecheng Huang, Rui Mao, Yi Wang. FreeBit: Unleashing the Performance Potential of Low-Bit LLMs through PIM [C]//Design Automation Conference (DAC). 2026 (To Appear). (CCF-A, CSRankings)
[2] Jiaxian Chen, Yuxuan Qi, Jianan Yuan, Kaoyi Sun, Tianyu Wang, Chenlin Ma, Yi Wang. Move Less, Retrieve Fast: A Retrieval-in-Memory Architecture for Language Models[C]//Design Automation Conference (DAC). 2025: 1-7. (CCF-A, CSRankings)
[3] Jiaxian Chen, Yuxuan Qi, Kaoyi Sun, Zhiliang Lin, Tianyu Wang, Chenlin Ma, Yi Wang. Unifying Two Operators with One PIM: Leveraging Hybrid Bonding for Efficient LLM Inference[C]//Advanced Parallel Processing Technologies (APPT). 2025: 215-230.
[4] Jiaxian Chen, Yuxuan Qi, Yongbiao Zhu, Jianan Yuan, Kaoyi Sun, Tianyu Wang, Chenlin Ma, Yi Wang. Anchor First, Accelerate Next: Revolutionizing GNNs with PIM by Harnessing Stationary Data[C]//Design Automation Conference (DAC). 2025: 1-7. (CCF-A, CSRankings)
[5] Jiaxian Chen, Zhaoyu Zhong, Kaoyi Sun, Chenlin Ma, Rui Mao, Yi Wang. Lift: Exploiting Hybrid Stacked Memory for Energy-Efficient Processing of Graph Convolutional Networks[C]//Design Automation Conference (DAC). 2023: 1-6. (CCF-A, CSRankings)
[6] Jiaxian Chen, Yiquan Lin, Kaoyi Sun, Jiexin Chen, Chenlin Ma, Rui Mao, Yi Wang. GCIM: Towards Efficient Processing of Graph Convolutional Networks in 3D-Stacked Memory[J]. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), 2022, 41(11): 3579-3590. (CCF-A)
[7] Jiaxian Chen, Guanquan Lin, Jiexin Chen, Yi Wang. Towards Efficient Allocation of Graph Convolutional Networks on Hybrid Computation-in-Memory Architecture; Science China Information Sciences (SCIS), 2021, 64(6): 1-14. (CCF-A)
[8] Yi Wang, Jianan Yuan, Shangyu Wu, Huan Liu, Jiaxian Chen, Chenlin Ma, Jianbin Qin. LeaderKV: Improving Read Performance of KV Stores via Learned Index and Decoupled KV Table[C]//International Conference on Data Engineering (ICDE). 2024:29-41. (CCF-A)
[9] Yi Wang, Jiajian He, Kaoyi Sun, Yunhao Dong, Jiaxian Chen, Chenlin Ma, Amelie Chi Zhou, Rui Mao. Boosting Write Performance of KV Stores: An NVM-Enabled Storage Collaboration Approach[C]//International Conference on Data Engineering (ICDE). 2024:2082-2095. (CCF-A)
[10] Ying Zhang, Chao Li, Xiaowei Chen, Tianyu Wang, Chenlin Ma, Zhaoyan Shen, Jiaxian Chen, Kecheng Huang. TierANNS: Scalable Graph-based ANNS with CXL-enabled Tiered Data Placement [C]//Design Automation Conference (DAC). 2026 (To Appear). (CCF-A, CSRankings)
[11] Yi Wang, Yongxin Shen, Yongbiao Zhu, Tianyu Wang, Chenlin Ma, Jiaxian Chen, Kecheng Huang, Rui Mao. SpecANNS: Accelerating Graph-Based Approximate Nearest Neighbor Search with Speculative In-Storage Computing [C]//Design Automation Conference (DAC). 2026 (To Appear). (CCF-A, CSRankings)
[12] Chenlin Ma, Yongbiao Zhu, Tianyu Wang, Jiaxian Chen, Kecheng Huang, Rui Mao, Yi Wang. EtherSSD: An In-Storage Ethereum Analytics Platform with Minimized I/O and Authentication Overhead [C]//Design Automation Conference (DAC). 2026 (To Appear). (CCF-A, CSRankings)
● 专利
获得授权发明专利10项目
学术服务:
● 中国计算机学会CCF嵌入式系统专业委员会 执行委员
● 中国计算机学会CCF体系结构专业委员会 执行委员
● 计算机体系结构顶刊IEEE TCAD 审稿人