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Guowei Zou
Guowei Zou
Ph.D. Student | School of Computer Science and Engineering, Sun Yat-Sen University
Email: zougw2025@gmail.com Email: zougw@mail2.sysu.edu.cn Scholar: scholar.google.com/citations?user=NsvS6l4AAAAJ Homepage: guowei-zou.github.io/Guowei-Zou
Biography

I am currently a Ph.D. student at Sun Yat-Sen University, School of Computer Science and Engineering, specializing in Embodied Intelligence with a focus on Reinforcement Learning and Generative Models for Robotics Control. Previously, I worked as a Hardware Engineer at Huawei Technologies Co., Ltd. and during my Master's degree at Sun Yat-Sen University (State Key Laboratory of Optoelectronic Materials and Technologies), I was mainly dedicated to the application of artificial intelligence in 3D display and VR/AR technologies.

My research lies at the intersection of artificial intelligence and robotics, where I explore how generative modeling and reinforcement learning can be unified to create embodied agents capable of reasoning, adaptation, and real-time decision-making in the physical world.

Research Interests
Embodied Intelligence - Developing intelligent agents capable of perceiving, reasoning, and acting in physical environments
Reinforcement Learning - Advanced algorithms for decision-making and control in robotics and autonomous systems
Generative Models for Robotics - Applying generative models for robotics control and motion planning
Education
Sun Yat-Sen University - Ph.D. in Computer Science and Technology 2024 - Present
School of Computer Science and Engineering | Advisor: Prof. Hejun Wu
Sun Yat-Sen University - M.Eng. in Electronic Science and Technology 2020 - 2023
State Key Laboratory of Optoelectronic Materials and Technologies | Advisor: Assoc. Prof. Zong Qin
China Agricultural University - B.Eng. in Electronic Information Engineering 2016 - 2020
College of Information and Electrical Engineering
Work Experience
Huawei Technologies Co., Ltd. - Hardware Engineer 2023 - 2024
Consumer BG - Display & Touch Division
Publications
D2PPO: Diffusion Policy Policy Optimization with Dispersive Loss
Guowei Zou, Weibing Li, Hejun Wu, Yukun Qian, Yuhang Wang, Haitao Wang
AAAI 2026 (Accepted)
DM1: MeanFlow with Dispersive Regularization for 1-Step Robotic Manipulation
Guowei Zou, Haitao Wang, Hejun Wu, Yukun Qian, Yuhang Wang, Weibing Li
arXiv Preprint, 2025
Patents
Z. Qin, G. Zou, et al. Adaptive Refresh Rate Field Sequential Color Display. ZL2022103803143 (Granted, 2025)
Z. Qin, G. Zou, et al. Deep Learning-based Control for Field Sequential Display. ZL2021107930745 (Granted, 2023)
Z. Qin, W. Yang, Y. Cheng, G. Zou, et al. High-resolution Light Field Display Method. ZL2021108736155 (Granted, 2022)
Internship Experience
China Star Optoelectronics Technology Co., Ltd. (CSOT) 2022 - 2023
Field Sequential Color Display
Hardware implementation of field sequential color display systems for advanced display technologies.
Huawei Technologies Co., Ltd. 2021 - 2023
Virtual Reality AR-HUD Project
AI-based image quality enhancement for Picture Generation Unit in AR Head-Up Display systems.
Vivo Mobile Communication Co., Ltd. 2021 - 2023
Under-Display Camera/Sensor Project
Under-screen sensor modeling and deep learning-based signal enhancement for full-screen mobile phones.
Tridium Inc. (Honeywell) 2019 - 2020
Smart Building IoT Project
Worked on an IoT-based smart building management system focusing on control and automation; gained practical experience in intelligent building integration and obtained an IoT Engineer Certification (APAC).
Wlkata Robotics 2019 - 2020
Robotic Arm Control Algorithms
Advanced control algorithms for robotic arm systems, focusing on precision control and trajectory planning.
Honors & Awards
2021: Best Paper Award, PGWS Conference, Hong Kong
2020: Beijing Excellent Undergraduate Thesis, Beijing Municipal Government Top 0.9% (27/3000)
2020: Excellent Undergraduate Thesis, China Agricultural University Top 3.3% (100/3000)
Conference Presentations
2022: SID Display Week, California, USA - Oral Presentation
2022: ICDT (International Conference on Display Technology), Fuzhou, China - Oral Presentation
2022: IDMC (International Display Manufacturing Conference), Taipei, China - Poster Presentation
2021: PGWS (Cross-Strait Postgraduate Workshop on Display Technology), Hong Kong - Oral Presentation