About Me
I am a Postdoctoral Fellow in the Department of Computer Science at City University of Hong Kong (CityUHK), where I received my Ph.D. in Computer Science in 2023. Before my Ph.D. studies at CityUHK, I obtained my B.Eng. and M.Sc. degrees from Capital Normal University.
Research Interests
My research lies at the intersection of AI-system co-design, memory and storage systems, machine learning infrastructure, and embodied intelligence. I have extensive experience in storage-efficient architectures and system optimization for large-scale recommendation and deep learning workloads, including non-volatile memory, in-storage computing, SSD-based embedding management, and tail-latency-aware scheduling. My current research focuses on high-performance edge intelligence and self-evolving robotic systems. In particular, I investigate the integration of foundation models (e.g., LLMs and VLA models) with reinforcement learning to enable adaptive and self-improving robotic manipulation, while optimizing their deployment on resource-constrained edge platforms.
Publications
- Hu Wan, Yun Huang, Shuhan Bai, Xuan Sun, Tei-Wei Kuo, and Chun Jason Xue. Rabbitail: A Tail Latency-Aware Scheduler for Deep Learning Recommendation Systems with Hierarchical Embedding Storage. Inn the 40th ACM/SIGAPP Symposium On Applied Computing (SAC), 2025.
Available as: [ paper ] - Jinheng Li, Qiao Li, Hu Wan, and Chun Jason Xue. Binary Folding Compression for Efficient Software Distribution. In the 39th ACM/SIGAPP Symposium On Applied Computing (SAC), 2024. (ACM Europe Award)
Available as: [ paper ] - Shuhan Bai, Hu Wan, Yun Huang, Xuan Sun, Fei Wu, Changsheng Xie, Hung-Chih Hsieh, Tei-Wei Kuo, and Chun Jason Xue. Pipette: Efficient Fine-Grained Reads for SSDs. In IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), 2023.
Available as: [ paper ] - Shuhan Bai*, Hu Wan*, Yun Huang, Xuan Sun, Fei Wu, Changsheng Xie, Tei-wei Kuo, Jason Xue, and Hung-chih Hsieh. Pipette: Efficient Fine-Grained Reads for SSDs. In 2022 59th ACM/IEEE Design Automation Conference (DAC’22), July 10-14, 2022.
Available as: [ paper | slides ]
* These authors contributed equally to this work. - Xuan Sun*, Hu Wan*, Qiao Li, Chia-Lin Yang, Tei-Wei Kuo, and Chun Jason Xue. RM-SSD: In-Storage Computing for Large-Scale Recommendation Inference. In the 28th IEEE International Symposium on High-Performance Computer Architecture (HPCA’22), February 12-16, 2022.
Available as: [ paper | slides ]
* These authors contributed equally to this work. - Hu Wan*, Xuan Sun*, Yufei Cui, Chia-Lin Yang, Tei-Wei Kuo, and Chun Jason Xue. FlashEmbedding: Storing Embedding Tables in SSD for Large-Scale Recommender Systems. In ACM SIGOPS Asia-Pacific Workshop on Systems (APSys’21), August 24-25, 2021.
Available as: [ paper | slides ]
* These authors contributed equally to this work. - Hu Wan, Fuyang Li, Zimeng Zhou, Kaisheng Zeng, Jianhua Li, Chun Jason Xue. NVLH: Crash-consistent Linear Hashing for Non-Volatile Memory. In the 7th IEEE Non-Volatile Memory Systems and Applications Symposium (NVMSA’18), August, 2018. (poster paper)
Available as: [ paper | poster ] - Kaisheng Zeng, Youyou Lu, Hu Wan, Jiwu Shu. Efficient Storage Management for Aged File Systems on Persistent Memory. In the Design, Automation and Test in Europe Conference & Exhibition (DATE’17), March, 2017.
Available as: [ paper ] - Hu Wan, Youyou Lu, Yuanchao Xu, Jiwu Shu. Empirical Study of Redo and Undo Logging in Persistent Memory. In the 5th Non-Volatile Memory Systems and Applications Symposium (NVMSA’16), August, 2016.
Available as: [ paper | slides | poster ] - Yuanchao Xu, Hu Wan, Keni Qiu, Tao Li, Weigong Zhang. Reducing Synchronization Cost for Single-Level Store in Mobile Systems. Journal of Computer Science and Technology, 2016, 31(4): 836-848.
Available as: [ paper ] - Yuanchao Xu, Hu Wan, Zeyi Hou, Keni Qiu. Mitigating sync overhead in single-level store systems. In Proceedings of the ACM International Conference on Computing Frontiers (CF’16), May, 2016.
Available as: [ paper ]
Honors and Awards
- ACM Euro Award - Apr. 2024
- First-class Academic Scholarship for Postgraduates (Capital Normal University) - Nov. 2016
- National Scholarship for Postgraduates (Ministry of Education of China) - Dec. 2015
- Scholarship for Students of Chinese Academy of Sciences (Chinese Academy of Sciences) - Jan. 2014
- Outstanding Graduate (Capital Normal University) - Jun. 2013
- National Scholarship for Encouragement (Ministry of Education of China) - 2010 - 2012
Education
Mentor: Prof. Dongrui Fan
Teaching
- CS5296: Cloud Computing: Theory and Practice, Teaching Assistant, Semester B, 2019/2020
- CS3103: Operating Systems, Teaching Assistant, Semester A, 2019/2020
- CS5296: Cloud Computing: Theory and Practice, Teaching Assistant, Semester B, 2018/2019
- CS3103: Operating Systems, External Teaching Assistant, Semester A, 2018/2019
- CS2311: Computer Programming, Teaching Assistant, Semester A, 2018/2019
- CS4465: Computational Biology and Bioinformatics, Teaching Assistant, Semester B, 2017/2018
- CS2116: Computer Systems, Teaching Assistant, Semester A, 2017/2018
Miscellaneous
- CityUHKThesis: LaTeX thesis template for students at City University of Hong Kong. [Overleaf]