I am Yuran Wang, currently pursuing a master’s degree in the School of Mathematical Sciences at Peking University. From 2022 to 2025, I worked on computer vision under the supervision of Prof. Zheng Wang at AIM Lab, Wuhan University. Since 2024, I have been with DCAI Lab at Peking University, where I focus on multimodal understanding and generation under the supervision of Prof. Wentao Zhang.

My research interests include visual generation and multimodal understanding. Feel free to reach out if you are interested in collaborating.

📝 Publications

(* indicates equal contribution)

Scone: Bridging Composition and Distinction in Subject-Driven Image Generation via Unified Understanding-Generation Modeling

Yuran Wang*, Bohan Zeng*, Chengzhuo Tong, Wenxuan Liu, Yang Shi, Xiaochen Ma, Hao Liang, Yuanxing Zhang, Wentao Zhang#

CVPR 2026 Highlight (CCF-A)

Devil is in Details: Locality-Aware 3D Abdominal CT Volume Generation for Self-Supervised Organ Segmentation

Yuran Wang, Zhijing Wan, Yansheng Qiu, Zheng Wang#

ACM MM 2024 (CCF-A)

SPAN: Continuous Modeling of Suspicion Progression for Temporal Intention Localization

Xinyi Hu*, Yuran Wang*, Ruixu Zhang, Yue Li, Wenxuan Liu, Zheng Wang#

ACM MM 2025 (CCF-A)

Beyond the Individual: Introducing Group Intention Forecasting with SHOT Dataset

Ruixu Zhang*, Yuran Wang*, Xinyi Hu*, Chaoyu Mai, Wenxuan Liu, Danni Xu, Xian Zhong, Zheng Wang#

ACM MM 2025 Datasets Track (CCF-A)

• Towards unifying visual understanding and generation with dual visual vocabularies
  ICLR 2026 (CCF-A)
  Wei Song, Yuran Wang, Zijia Song, Yadong Li, Haoze Sun, Weipeng Chen, Zenan Zhou, Jianhua Xu#, Jiaqi Wang#, Kaicheng Yu#

• RealUnify: Do Unified Models Truly Benefit from Unification? A Comprehensive Benchmark
  CVPR 2026 (CCF-A)
  Yang Shi, Yuhao Dong, Yue Ding, Yuran Wang, Xuanyu Zhu, Sheng Zhou, Wenting Liu, Haochen Tian, Rundong Wang, Huanqian Wang, Zuyan Liu, Bohan Zeng, Ruizhe Chen, Qixun Wang, Zhuoran Zhang, Xinlong Chen, Chengzhuo Tong, Bozhou Li, Qiang Liu, Haotian Wang#, Wenjing Yang, Yuanxing Zhang#, Pengfei Wan, Yi-Fan Zhang#, Ziwei Liu#

• Anomize: Better Open Vocabulary Video Anomaly Detection
  CVPR 2025 (CCF-A)
  Fei Li, Wenxuan Liu, Jingjing Chen, Ruixu Zhang, Yuran Wang, Xian Zhong, Zheng Wang#

• Contributing Dimension Structure of Deep Feature for Coreset Selection
  AAAI 2024 (CCF-A)
  Zhijing Wan, Zhixiang Wang, Yuran Wang, Zheng Wang#, Hongyuan Zhu, Shin’ichi Satoh

🔧 Projects

OpenWorldLib: A Unified Codebase and Definition of Advanced World Models

DataFlow Team, Bohan Zeng, Daili Hua, Kaixin Zhu, Yifan Dai, Bozhou Li, Yuran Wang, Chengzhuo Tong, Yifan Yang, Mingkun Chang, Jianbin Zhao, Zhou Liu, Hao Liang, Xiaochen Ma, Ruichuan An, Junbo Niu, Zimo Meng, Tianyi Bai, Meiyi Qiang, Huanyao Zhang, Zhiyou Xiao, Tianyu Guo, Qinhan Yu, Runhao Zhao, Zhengpin Li, Xinyi Huang, Yisheng Pan, Yiwen Tang, Yang Shi, Yue Ding, Xinlong Chen, Hongcheng Gao, Minglei Shi, Jialong Wu, Zekun Wang, Yuanxing Zhang, Xintao Wang, Pengfei Wan, Yiren Song, Mike Zheng Shou, Wentao Zhang#

My Contribution: Core Contributor; Develops the pipeline for interactive video generation tasks in OpenWorldLib.

🎖 Honors and Awards

• 2025: Graduate Student Award for Scientific Practice and Innovation (北京大学研究生科学实践创新奖), Outstanding Graduate of Wuhan University (武汉大学优秀毕业生), Lei Jun Computer Innovation and Development Grant (雷军计算机创新与发展资助基金).
• 2024: Liu Daoyu Creative Learning Award First Prize (刘道玉创造学习奖一等奖), First Class Scholarship, Merit Student, Lei Jun Computer Innovation and Development Grant (雷军计算机创新与发展资助基金).
• 2023: Lei Jun Computer Science Scholarship, First Class Scholarship, Merit Student.
• 2022: National Scholarship, First Class Scholarship, Merit Student.

📖 Educations

• 2025.09 - 2027.06 (expected), M.S. in Mathematics, School of Mathematical Sciences, Peking University, Beijing, China.
• 2021.09 - 2025.06, B.Eng. in Computer Science, School of Computer Science, Wuhan University, Wuhan, China. GPA: 3.97/4.00, ranked 1/284.

💻 Internships

• 2025.06 - Present, Research Intern, Kling Team, Kuaishou Technology, Beijing, China.
• 2024.10 - 2025.04, Research Intern, Baichuan AI, Beijing, China.
• 2022.10 - 2024.10, Research Intern, AIM Lab, Wuhan University, advised by Prof. Zheng Wang, Wuhan, China.

🎓 Services

• Conference Reviewer: ACM MM 2025/2026, AAAI 2026, ICME 2026.

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