I received the PhD degree in the Department of Computing at The Hong Kong Polytechnic University, advised by Prof. Song Guo. My research interest lies broadly in TinyML systems, distributed AI systems, on-device learning, video perception and mobile vision applications. I’m a member of Dr.Body-Lab, collaborating with Dr. Zhenda Xu. Previously, I was an research intern in Microsoft Research Asia, where I was mentored by Dr. Zhenhua Han and Dr. Ningxin Zheng, focusing on the design efficient video codecs and streaming systems. I also received the PhD degree from Nanjing University of Posts and Telecommunications, where I was advised by Prof. Yanfei Sun and Prof. Kun Wang, focusing on the design of high-performance distributed machine learning systems.
I am currently on the job market for academic/research positions.
PhD in Department of Computing, 2019-2023
The Hong Kong Polytechnic University
PhD in Department of Computer Science, 2015-2019
Nanjing University of Posts and Telecommunications
BSc in Department of Information Security, 2011-2015
Nanjing University of Posts and Telecommunications
Qihua Zhou, Song Guo, Jun Pan, Jiacheng Liang, Jingcai Guo, Zhenda Xu, Jingren Zhou, PASS: Patch Automatic Skip Scheme for Efficient On-device Video Perception, Transactions on Pattern Analysis and Machine Intelligence (TPAMI), accepted, 2024.
Yi Liu, Song Guo, Yufeng Zhan, Leijie Wu, Zicong Hong, Qihua Zhou, Chiron: A Robustness-aware Incentive Scheme for Edge Learning via Hierarchical Reinforcement Learning, IEEE Transactions on Mobile Computing (TMC), accepted, 2024.
Qihua Zhou, Jingcai Guo, Song Guo,, Ruibin Li, Jie Zhang, Bingjie Wang, Zhenda Xu, On the Robustness of Neural-enhanced Video Streaming Against Adversarial Attacks, In Proceedings of AAAI-24, accepted, 2024.
I have served as an external reviewer in the following conferences and journals: