蔡淼副教授、硕导。博士毕业于南京大学计算机科学与技术系，美国University of Illinois at Urbana-Champaign (UIUC) 联合培养博士，清华大学计算机科学与技术系访问学者。研究方向主要包括大模型训练与推理、分布式存储系统、智能化数据管理等。相关研究成果发表在计算机系统、存储系统、数据库领域的CCF-A类国际会议和期刊上，如USENIX ATC'24、VLDB'24、USENIX ATC'22、IEEE ISCA'20、ACM TOS、IEEE TC等。目前担任ACM TOS、ACM TACO、IEEE TC等顶级期刊的审稿专家，中国计算机学会分布式计算与系统、信息存储技术和系统软件专委会执行委员。

发表论文：

[1] Miao Cai, Junru Shen, Yifan Yuan, Zhihao Qu, Baoliu Ye. "Scaling Persistent In-memory Key-Value Stores over Modern Tiered, Heterogeneous Memory Hierarchies", IEEE Transactions on Computers (TC), vol. 74, no. 2, pp. 495-509, 2025. [CCF-A类期刊] 计算机系统领域顶级国际期刊

[2] Miao Cai, Junru Shen, Baoliu Ye. "Ethane: An Asymmetric File System for Disaggregated Persistent Memory", 2024 USENIX Annual Technical Conference (USENIX ATC'24), pp. 191-207, SANTA CLARA, CA, USA, July 10-12, 2024. [CCF-A类会议] 计算机系统领域顶级国际会议

[3] Miao Cai, Junru Shen, Yifan Yuan, Zhihao Qu, Baoliu Ye. "BonsaiKV: Towards Fast, Scalable, and Persistent Key-Value Stores with Tiered, Heterogeneous Memory System", Proceedings of the VLDB Endowment, vol. 17, no. 4, pp. 726-739, 2023. [CCF-A类会议] 数据库领域顶级国际会议，美国Intel公司官方报道

[4] Miao Cai, Junru Shen, Bin Tang, Hao Huang, Baoliu Ye. "FlatFS: Flatten Hierarchical File System Namespace for Non-volatile Memories", 2022 USENIX Annual Technical Conference (USENIX ATC'22), pp. 899-914, CARLSBAD, CA, USA. July 11-13, 2022. [CCF-A类会议] 计算机系统领域顶级国际会议，被荷兰阿姆斯特丹自由大学计算机科学系的存储系统课程列为推荐阅读论文之一

[5] Miao Cai, Chance Coats, Jian Huang. "Hoop: Efficient Hardware-Assisted Out-of-Place Update for Non-Volatile Memory", 47th ACM/IEEE Annual International Symposium on Computer Architecture (ISCA'20), pp. 584-596, Valencia, Spain, May 30-June 3, 2020. [CCF-A类会议] 计算机体系架构领域顶级国际会议

[6] Miao Cai, Junru Shen, Bin Tang, Hao Huang, Baoliu Ye. "Exploiting Flat Namespace to Improve File System Metadata Performance on Ultra-fast, Byte-addressable NVMs", ACM Transactions on Storage (TOS), vol. 20, no. 1, pp. 1-47, 2024. [CCF-A类期刊] 存储领域顶级国际期刊

[7] Miao Cai, Xuzhen Jiang, Junru Shen, Baoliu Ye. "SplitDB: Closing the Performance Gap for LSM-tree-based Key-Value Stores", IEEE Transactions on Computers (TC), vol. 73, no. 1, pp. 206-220, 2024. [CCF-A类期刊] 计算机系统领域顶级国际期刊

[8] Miao Cai, Junru Shen, Tianning Zhang, Hao Huang, Baoliu Ye. "SigGuard: Hardening Vulnerable Signal Handling in Commodity Operating Systems", 41st International Symposium on Reliable Distributed Systems (SRDS'22), pp. 237-249, Vienna, Austria, September 19-22, 2022. [CCF-B类会议] 

[9] Miao Cai, Diming Zhang, Hao Huang. "A Scalable Virtual Memory System based on Decentralization for Many-cores", Journal of Systems Architecture, vol.107, pp. 101803, 2020. [CCF-B类期刊]

[10] Miao Cai, Hao Huang, "A Survey of Operating System Support for Persistent Memory", Frontiers of Computer Science, vol. 15, no. 4, pp. 1-20, 2021. [CCF-B类期刊]

[11] Miao Cai, Shenming Liu, Weiyong Yang, Hao Huang, "MedusaVM: Decentralizing Virtual Memory System for Multithreaded Applications on Many-core", 18th International Conference on Algorithms and Architectures for Parallel Processing (ICA3PP'18), pp. 267-283, Guangzhou, China, November 15-17, 2018. [CCF-C类会议]

[12] Miao Cai, Shenming Liu, Hao Huang, "tScale: A Contention-Aware Multithreaded Framework for Multicore Multiprocessor Systems", 23rd International Conference on Parallel and Distributed Systems (ICPADS'17), pp. 334-343, Shenzhen, China, December 15-17, 2017. [CCF-C类会议]

[13] Miao Cai, Hao Huang, Jian Huang. "Understanding Security Vulnerabilities in File Systems", Proceedings of the 10th ACM SIGOPS Asia-Pacific Workshop on Systems (APSys'19), pp. 8-15, Hangzhou, China, Augsut 19-20, 2019.

[14] Yuanyuan Song, *Miao Cai, Baoliu Ye, Guo Cheng. SLIN: A CPU-efficient, Hybrid Tree and Learned Index for String Data. The 8th International Conference on Computing and Data Analysis (ICCDA'24), pp. 52-58, Wenzhou, China, November 15-17, 2024.

[14] Wenxuan Zhou, Zhihao Qu, Shen-Huan Lyu, Miao Cai, Baoliu Ye. "Mask-Encoded Sparsification: Mitigating Biased Gradients in Communication-Efficient Split Learning". 27th European Conference on Artificial Intelligence (ECAI'24), pp. 2806--2813, Santiago de Compostela, Spain, October 19-24, 2024. [CCF-B类会议]

[15] Lin Qian, Zhihao Qu, Miao Cai, Baoliu Ye, Xiaoliang Wang, Jianyu Wu, Weiguo Duan, Ming Zhao, Qiang Lin. "FastCache: A Write-Optimized Edge Storage System via Concurrent Merging Cache for IoT Applications". Journal of Systems Architecture, vol.131, pp. 102718, 2022. [CCF-B类期刊]

[16] Jincheng Lu, *Miao Cai, Baoliu Ye. "RSCache: A Tail Latency Friendly Cache Based on NVMe SSDs". 22nd IEEE International Symposium on Parallel and Distributed Processing with Applications (ISPA'24), pp. 1265-1272, Kaifeng, China, October 30 - November 02, 2024. [CCF-C类会议]

[17] Zhengyang Wei, Baoliu Ye, *Miao Cai. "CK-Index: A Distribution-Aware Learned Index for Composite Keys". 22nd IEEE International Symposium on Parallel and Distributed Processing with Applications (ISPA'24), pp. 1978-1804, Kaifeng, China, October 30 - November 02, 2024. [CCF-C类会议]

[18] Xuzhen Jiang, *Miao Cai, Baoliu Ye. "Improving Write Performance for LSM-tree-based Key-Value Stores with NV-Cache" 17th IEEE International Symposium on Parallel and Distributed Processing with Applications (ISPA'22), pp. 394-401, Melbourne, Australia, December 17-19, 2022. [CCF-C类会议]

[19] Tianning Zhang, Miao Cai, Hao Huang., "eSROP Attack: Leveraging Signal Handler to Implement Turing-complete Attack under CFI Defense", 18th EAI International Conference on Security and Privacy in Communication Networks (SecureComm'22), pp. 752-769, Kansas City, United States, October 17-19, 2022. [CCF-C类会议]

[20] Tianning Zhang, Miao Cai, Diming Zhang, Hao Huang., "SeBROP: Blind ROP Attacks without Returns", Frontiers of Computer Science, vol. 16, no. 4, pp. 1-18, 2022. [CCF-C类会议]

[21] Tianning Zhang, Miao Cai, Diming Zhang, Hao Huang. "De-randomizing the Code Segment with Timing Function Attack", 19th IEEE International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom'20), pp. 256-267, Guangzhou, China, December 29, 2020 - January 1, 2021. [CCF-C类会议]

[22] 倪瑞轩, *蔡淼, 叶保留. 内存高效的持久性分布式文件系统客户端缓存DFS-Cache. 计算机应用, 44(4)，1172-1179，2024. [中文核心期刊]

* 为通讯作者

科研项目：

[1] 江苏省自然科学基金青年基金项目, 2022.7-2025.6

[2] CCF-华为创新研究计划-系统软件专项, 2021.11-2022.12

[3] 中国博士后科学基金面上项目, 2022.9-2023.12

[4] 江苏省博士后科研资助计划, 2021.6-2023.12

[5] 南京大学软件新技术国家重点实验室开放课题, 2021.6-2023.5

研究方向：

[1] 大模型存算协同优化：大模型分布式推理/训练以及存算协同技术

[2] 新型硬件存储系统：面向NVM的高性能存储栈设计+基于RDMA/CXL的存网协同技术

[3] 智能化数据存储技术：基于AI的智能存储系统(AI4Storage)+面向AI应用的存储优化技术(Storage4AI)

获奖荣誉:

[1] 中国计算机学会科技创业大赛金奖, 2022年

[2] 南京大学南瑞继保奖学金，2018年

[3] 南京大学博士英才奖学金，2017年

招生说明：

期望具备严谨的逻辑思维、较好的编程能力和刻苦钻研的精神

善于挖掘学生潜力，致力于培养在计算机系统和体系结构方向的优秀学生

欢迎各位本科生/硕士生联系

联系邮箱：miaocai@nuaa.edu.cn

个人主页：

https://miaogecm.github.io/

2014.9 -- 2020.12
南京大学       博士研究生毕业

2018.8 -- 2019.2
伊利诺伊大学厄巴纳香槟分校       其他

2010.9 -- 2014.6
中国矿业大学       大学本科毕业

2007.9 -- 2010.9
江苏省盐城中学       普通高中毕业

2024.3 -- 至今

南京航空航天大学      计算机科学与技术学院

2023.6 -- 2023.9

清华大学      计算机科学与技术系

2020.12 -- 2024.3

河海大学      计算机与信息学院

CCF-A类期刊ACM Transactions on Architecture and Code Optimization (ACM TACO)审稿人

CCF-A类期刊ACM Transactions on Storage (ACM TOS)审稿人

CCF-A类期刊IEEE Transactions on Computers (IEEE TC)审稿人

IEEE Transactions on Emerging Topics in Computing审稿人

中国计算机学会分布式计算与系统专委会执行委员

中国计算机学会信息存储技术专委会执行委员

中国计算机学会系统软件专委会执行委员

江苏计算机学会计算机系统结构专委会执行委员

存储系统、操作系统