Yuran Wang

Peking University

Beijing, China

About

I am Yuran Wang, a second-year master's student at Peking University.

From 2022 to 2025, I worked under the supervision of Prof. Zheng Wang at AIM Lab, Wuhan University. Since 2024, I have been with DCAI Lab at Peking University under the supervision of Prof. Wentao Zhang.

My research focuses on visual generation and unified multimodal models, aiming to build faithful, controllable, and creative generative intelligence for the real world. I am also interested in world models.

Email:

Selected Papers

equal contribution; corresponding author

Area

Showing 6 papers

Preprints 1

arXiv 2026

Flux-OPD: On-Policy Distillation with Evolving Contexts

Yuran Wang, Zekun Wang, Bohan Zeng, Ruixu Zhang, Wenxuan Liu, Liu Yang, Yifan Dai, Yang Shi, Bozhou Li, Chengzhuo Tong, Daili Hua, Yuanxing Zhang, Wentao Zhang#

Publications 5

CVPR 2026 Highlight

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#

Locality-aware 3D abdominal CT generation overview

ACM MM 2024

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

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

ICML 2026

CoF-T2I: Video Models as Pure Visual Reasoners for Text-to-Image Generation

Chengzhuo Tong, Mingkun Chang, Shenglong Zhang, Yuran Wang, Cheng Liang, Zhizheng Zhao, Ruichuan An, Bohan Zeng, Yang Shi, Yifan Dai, Ziming Zhao, Guanbin Li, Pengfei Wan, Yuanxing Zhang, Wentao Zhang#

ICLR 2026

Towards unifying visual understanding and generation with dual visual vocabularies

Wei Song, Yuran Wang, Zijia Song, Yadong Li, Zenan Zhou, Long Chen, Jianhua Xu#, Jiaqi Wang#, Kaicheng Yu#

CVPR 2026

RealUnify: Do Unified Models Truly Benefit from Unification? A Comprehensive Benchmark

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#

Projects

Open-source project 2026

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.

Education

M.S. Peking University

2025 – 2027 (expected)

School of Mathematical Sciences Beijing, China

B.Eng. Wuhan University

2021 – 2025

School of Computer Science Wuhan, China

Internships

Kling AI 2025.06 – Present

Research Intern

Beijing, China

Baichuan AI 2024.10 – 2025.04

Research Intern

Beijing, China

Honors and Awards

2022 – 2025

National Scholarship, First Class Scholarship, Outstanding Graduate.

Services

Reviewer

ACM MM, AAAI, ECCV, ICME.