About Me
I am a researcher at Huawei's Central Software Institute working on LLM inference efficiency and LLM-based applications.
I received my PhD in 2024 from
Computer Science and Engineering,
Hong Kong University of Science and Technology.
advised by Prof. Wei Wang.
I also work closely with Dr. Ruichuan Chen and Prof. Bo Li.
Prior to that, I got my Bachelor in 2019 from Department of Computer Science and Technology, Zhejiang University.
Current Topics: Natural Language Generation
- Efficient Inference for LLMs:
- Decode in parallel for autoregressive LLMs
- Accelerate diffusion-based LLMs
- LLM Applications: RAG and Agents:
- Domain-specific RAG-based question answering
- Hey: A general-purpose, command-line agent compatible with MCP
Topics in PhD: Privacy Preserving Machine Learning
- Private Inference for LLMs:
- Protect system prompt with minimized impact on conversational quality (PromptKeeper)
- Replicate membership inference and data reconstruction attacks against LLMs (Tutorial)
- Private and Efficient Federated Training:
- Secure participant selection against adversarial servers (Lotto)
- Enable dropout-resilient differential privacy with no time overhead (Dordis)
- Train asynchronously with principles for end-to-end speedup (Pisces)
Dissertation: "Towards Private and Efficient Cross-Device Federated Learning"
News
- 2025-08: PromptKeeper accepted to appear in the Findings of EMNLP 2025.
- 2024-12: One paper accepted to IEEE TDSC. Congrats to my co-authors!
- 2024-11: One paper accepted to ACM PPoPP 2025. Congrats to my co-authors!
- 2024-08: Presented our work Lotto at USENIX Security 2024.
- 2024-08: Given an invited talk in a seminar at Shanghai Jiao Tong University.
- 2024-07: Given an invited talk in an online seminar of Huawei.
- 2024-07: Won HKUST RedBird Academic Excellence Award.
Selected Papers
Awards & Grants
- RedBird Academic Excellence Award (HKUST, 2024, 2023)
- Best Paper Runner-Up Award (IEEE ICDCS, 2021)
- Outstanding Graduate (Zhejiang Province, 2019)
- He Zhijun Scholarship (Dept. of CS, ZJU, 2017)
- National Scholarship (Ministry of Education, China, 2017)
Professional Service
- Journal Sub-Reviewer: IEEE Transactions on Network Science and Engineering, IEEE Transactions on Dependable and Secure Computing, IEEE Transactions on Big Data
- Conference Sub-Reviewer: IEEE INFOCOM 2020-2024, IEEE ICDCS 2024, 2023 and 2021, IEEE/ACM IWQoS
2020-2021, IEEE WoWMoM 2021, IEEE ICNP 2020
Teaching
- HKUST COMP3511: Operating System. (Fall 2022, Fall 2020)
- HKUST COMP4651: Cloud Computing. (Fall 2021)
- HKUST COMP4521: Mobile Application Development. (Spring 2020)
- ZJU: Operating System (Educational Reform Class). (Fall 2018)