Intorduction

I am a PhD candidate in the Department of Computer Science and Engineering at the Hong Kong University of Science and Technology, supervised by Prof. Xiaomin Ouyang at the MINSys Lab.

Research interests: Efficient Edge AI Systems, Mobile Computing, Multimodal Learning, Mobile GUI Agent

Education

Sept. 2024 - present: Ph.D. in Computer Science and Engineering, School of Engineering, Hong Kong University of Science and Technology (HKUST)
Sept. 2023 - July 2024: M.Sc. in Computer Control and Automation, School of Electrical and Electronic Engineering, Nanyang Technological University (NTU)
Sept. 2018 - July 2023: B.Eng. in Software Engineering, School of Software Engineering, Beihang University (BUAA)

Publications

MMEdge: Accelerating On-device Multimodal Inference via Pipelined Sensing and Encoding [paper] [code]
Runxi Huang, Mingxuan Yu, Mingyu Tsoi, Xiaomin Ouyang
To appear in Proceedings of the ACM/IEEE International Conference on Embedded Artificial Intelligence and Sensing Systems (SenSys), 2026.
PipeMLLM: Accelerating On-device Multimodal LLM Inference via Speculative Sensing and Encoding [paper]
Runxi Huang, Xiaomin Ouyang
In Proceedings of the 2nd International Workshop on Edge and Mobile Foundation Models (EdgeFM ’25), co-located with MobiCom, Hong Kong, China, November 4–8, 2025.
Poster: MMEdge: Real-time Multimodal Inference via Cross-Modal Speculative Sensing and Encoding [paper]
Runxi Huang, Xiaomin Ouyang
In Proceedings of the 26th ACM International Workshop on Mobile Computing Systems and Applications (HotMobile ’25), La Quinta, California, USA, February 26–27, 2025.

Award

Best Presentation Award in Summer 2025 MINSys Lab Workshop
Mathematical Contest In Modeling (MCM/ICM) Certificate of Achievement Successful Participant
3rd Prize of the 31st “Feng Ru Cup” Competition of Academic and Technological Works
3rd Prize of the 29th “Feng Ru Cup” Competition of Innovation

Runxi Huang

Intorduction

Education

Publications

Award

Teaching

Service

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