长期从事高性能计算、科学智能（AI4Science）系统优化，AI系统优化等研究方向。以第一或通讯作者在SC、PPoPP、IEEE TPDS、IEEE TC、NeurIPS、ICPP、IPDPS等领域顶级会议与期刊发表论文多篇。作为项目负责人主持博新计划、国家自然科学基金青年基金、北京市自然科学基金青年项目，作为技术骨干参与多项国家重大项目。博士论文被评为获得中国计算机学会（CCF）高性能计算优秀博士学位论文、美国计算机协会（ACM） SIGHPC China优秀博士学位论文。曾多次担任国际知名会议期刊审稿人（ICPP、ICPADS、HPCChina、TPDS、TKDE、JSC、THPC等）。

工作和学习简介：

2025年10月 — 今：中科院计算所，副研究员

2023年8月 — 2025年10月：中科院计算所，特别研究助理（获中国科学院“特助”资助项目资助），合作导师为谭光明研究员

2017年9月 — 2023年6月：北京航空航天大学，计算机学院，博士（博士论文入选CCF高性能计算优秀博士学位论文、ACM SIGHPC China优秀博士学位论文），导师为刘轶教授、杨海龙教授

2013年9月 — 2017年6月：北京航空航天大学，数学与系统科学学院，本科

期刊文章:

[1] Xun Wang*,Xiangyu Meng,Zhuoqiang Guo,Mingzhen Li*,Lijun Liu,Mingfan Li,Qian Xiao,Tong Zhao,Ninghui Sun,Guangming Tan,Weile Jia*. 29-Billion Atoms Molecular Dynamics Simulation With Ab Initio Accuracy on 35 Million Cores of New Sunway Supercomputer. TC 2025. (CCF-A)

[2] Jiaxing Qi,Wencong Xiao, Mingzhen Li,Chaojie Yang,Yong Li,Wei Lin,Hailong Yang,Zhongzhi Luan*,Depei Qian. ElasticBatch: A Learning-Augmented Elastic Scheduling System for Batch Inference on MIG. TPDS 2024. (CCF-A)

[3] Mingzhen Li,Yi Liu,Bangduo Chen,Hailong Yang*,Zhongzhi Luan,Depei Qian*. Building Domain-Specific Compiler For Emerging Processor with A Reusable Approach. SCIS 2023. (CCF-A)

[4] Mingzhen Li,Yi Liu,Xiaoyan Liu,Qingxiao Sun,Xin You,Hailong Yang*,Zhongzhi Luan,Lin Gan,Guangwen Yang,Depei Qian. The Deep Learning Compiler: A Comprehensive Survey. TPDS 2021. (CCF-A)

[5] Mingzhen Li,Yi Liu,Hailong Yang*,Zhongzhi Luan,Lin Gan,Guangwen Yang,Depei Qian. Accelerating Sparse Cholesky Factorization on Sunway Manycore Architecture. TPDS 2020. (CCF-A)

会议文章：

[1] Weijian Liu,Mingzhen Li*,Guangming Tan,Weile Jia*. Mario: Near Zero-cost Activation Checkpointing in Pipeline Parallelism. PPoPP 2025. (CCF-A)

[2] Hongtao Xu,Wenting Shen,Yuanxin Wei,Ang Wang,Runfan Guo,Tianxing Wang,Yong Li,Mingzhen Li*,Weile Jia*. Skrull: Towards Efficient Long Context Fine-tuning through Dynamic Data Scheduling. NeurIPS 2025. (CCF-A)

[3] Xiulong Yuan^,Hongtao Xu^,Wenting Shen,Ang Wang,Xiafei Qiu,Jie Zhang,Yuqiong Liu,Bowen Yu,Junyang Lin,Mingzhen Li,Weile Jia,Yong Li*,Wei Lin. Efficient Long Context Fine-tuning with Chunk Flow. ICML 2025. (CCF-A)

[4] Guofeng Feng,Hongyu Wang,Zhuoqiang Guo,Mingzhen Li*,Tong Zhao,Zhou Jin,Weile Jia,Guangming Tan,Ninghui Sun. Accelerating Large-Scale Sparse LU Factorization for RF Circuit Simulation. EuroPar 2024. (CCF-B)

[5] Jianxiong Li,Boyang Li,Zhuoqiang Guo,Mingzhen Li,Enji Li,Lijun Liu,Guojun Yuan,Zhan Wang,Guangming Tan,Weile Jia*. Scaling Molecular Dynamics with ab initio Accuracy to 149 Nanoseconds per Day. SC 2024. (CCF-A)

[6] Mingzhen Li,Wencong Xiao,Hailong Yang*,Biao Sun,Hanyu Zhao,Shiru Ren,Zhongzhi Luan,Xianyan Jia,Yi Liu,Yong Li,Wei Lin,Depei Qian. EasyScale: Elastic Training with Consistent Accuracy and Improved Utilization on GPUs. SC 2023. (CCF-A)

[7] Jianjin Liao^,Mingzhen Li^,Hailong Yang*,Qingxiao Sun,Biao Sun,Jiwei Hao,Tianyu Feng,Fengwei Yu,Shengdong Chen,Ye Tao,Zicheng Zhang,Zhongzhi Luan,Depei Qian. Exploiting Input Tensor Dynamics in Activation Checkpointing for Efficient Training on GPU. IPDPS 2023. (CCF-B)

[8] Mingzhen Li,Shanjun Zhang,Hailong Yang*,Fengwei Yu,Ruihao Gong,Yi Liu,Zhongzhi Luan,Depei Qian. Exploiting Computation Subgraph Similarity in Tensor Program Search with Improved Efficiency. ICPP 2023. (CCF-B)

[9] Qingxiao Sun,Yi Liu,Hailong Yang*,Ruizhe Zhang,Ming Dun,Mingzhen Li,Xiaoyan Liu,Wencong Xiao,Yong Li,Zhongzhi Luan,Depei Qian. Cognn: Efficient Scheduling for ConcurrentGNNTraining on GPUs. SC 2022. (CCF-A)

[10] Mingzhen Li,Yi Liu,Hailong Yang*,Yongmin Hu,Qingxiao Sun,Bangduo Chen,Xin You,Xiaoyan Liu,Zhongzhi Luan,Depei Qian. Automatic Code Generation and Optimization of Large-scale Stencil Computation on Many-core Processors. ICPP 2021. (CCF-B)

[1] 博士后创新人才支持计划 (博新计划)，项目负责人

[2] 国家自然科学基金青年基金，项目负责人

[3] 北京市自然科学基金青年项目，项目负责人

[4] 中国科学院特别研究助理资助项目，项目负责人

[1] 2024年 入选CCF高性能计算优秀博士学位论文激励计划

[2] 2024年 入选ACM SIGHPC China优秀博士学位论文奖

[3] 2023年 北京市优秀毕业生

[4] 2021年 国家奖学金

[5] 2017年 国际大学生超算竞赛，北航超算队， ASC17总决赛亚军、ISC17总决赛季军