📧 zougw2025@gmail.com
📧 zougw@mail2.sysu.edu.cn
I am a third-year PhD student at Sun Yat-Sen University, School of Computer Science and Engineering. Currently, I am a visiting student at the School of Computing, National University of Singapore. Previously, I worked as a Hardware Engineer at Huawei Technologies Co., Ltd. Before that, I received my Master's degree from Sun Yat-Sen University (State Key Laboratory of Optoelectronic Materials and 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 real-time decision-making in the physical world. Currently, I am particularly focused on World Models and RL-based policy optimization within world models.
Research Areas: Artificial Intelligence, Embodied AI, World Models, Vision-Language-Action (VLA) Model, and Multi-Agent Systems.
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[June 7, 2026] Co-π-tree: Distilling LLM Reasoning into an Interpretable Policy Tree for Human-AI Collaboration (The 2026 Conference on Empirical Methods in Natural Language Processing (EMNLP 2026)). Beiwen Zhang, Yongheng Liang, Guowei Zou, Haitao Wang, Hejun Wu. Project Page | Paper | Videos |
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[May 2, 2026] CoFlow: Coordinated Few-Step Flow for Offline Multi-Agent Decision Making. Guowei Zou, Haitao Wang, Beiwen Zhang, Boning Zhang, Hejun Wu. Project Page | Code | arXiv |
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[January 28, 2026] One Step Is Enough: Dispersive MeanFlow Policy Optimization (DMPO) (The 34th ACM International Conference on Multimedia (ACM MM 2026)). Guowei Zou, Haitao Wang, Hejun Wu, Yukun Qian, Yuhang Wang, Weibing Li. Project Page | Code | arXiv |
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[October 9, 2025] DM1: MeanFlow with Dispersive Regularization for 1-Step Robotic Manipulation. Guowei Zou, Haitao Wang, Hejun Wu, Yukun Qian, Yuhang Wang, Weibing Li. Project Page | Code | arXiv |
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[August 4, 2025] D2PPO: Diffusion Policy Policy Optimization with Dispersive Loss (Accepted to AAAI 2026). Guowei Zou, Weibing Li, Hejun Wu, Yukun Qian, Yuhang Wang, Haitao Wang. Project Page | Code | arXiv |
Visiting Student | National University of Singapore | 2026 - Present
PhD in Computer Science and Technology | Sun Yat-Sen University | 2024 - Present
Hardware Engineer | Huawei Technologies Co., Ltd., Consumer BG - Display & Touch Division | 2023 - 2024
Bachelor in Electronic Information Engineering | China Agricultural University | 2016 - 2020
