Yuheng Wang

I'm Yuheng Wang (汪宇恒), a first-year Ph.D. student at the School of Artificial Intelligence (SAI), Shanghai Jiao Tong University, advised by the wonderful Prof. Chen Qian. My research focuses on Agentic RL and Multi-agent Systems, with a particular interest in how agents collaborate, reason, and solve complex tasks. I lead the TeachMaster project under the guidance of Prof. Weinan E and Prof. Chen Qian.

I am also a research intern at Tencent, where I was selected for the Tencent Elite Program and work on agentic multimodal generation.

I received my bachelor's degree from Wuhan University in 2026. During my undergraduate studies, I conducted research at the LACC Laboratory, advised by Prof. Donghong Ji and Dr. Bobo Li.

I am a member of the MLNLP Student Committee and Ubiquant. Feel free to reach out via email if you are interested in research collaboration or QR/QD opportunities.

Selected Publications

^† co-first-author ^* corresponding author

TeachMaster: Generative Teaching via Code

Yuheng Wang, Runde Yang, Lin Wu, Jie Zhang, Jingru Fan, Ruoyu Fu, Tianle Zhou, Huatao Li, Siheng Chen, Weinan E, Chen Qian^*

ACL 2026

PDF / Code / BibTeX

PRISM: A Benchmark for Programmatic Spatial-Temporal Reasoning

Qiran Zhang^†, Yuheng Wang^†, Runde Yang, Lin Wu, Jingru Fan, Shu Yao, Jie Zhang, Tianle Zhou, Huatao Li, Ruijie Shi, Yihan Li, Chen Qian^*

NeurIPS 2026

PDF / Code / BibTeX

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents

Bobo Li^†, Yuheng Wang^†, Hao Fei^*, Juncheng Li, Wei Ji, Mong-Li Lee, Wynne Hsu

ACM MM 2025Oral

PDF / Code / BibTeX

AgentXRay: White-Boxing Agentic Systems via Workflow Reconstruction

Ruijie Shi, Houbin Zhang, Yuecheng Han, Yuheng Wang, Jingru Fan, Runde Yang, Yufan Dang, Huatao Li, Dewen Liu, Yuan Cheng, Chen Qian^*

ICML 2026

PDF / Code / BibTeX

RIGOR: Risk-Gated Topology Adaptation for Robust LLM Multi-Agent Reasoning

Fengyuan Ran, Yikuan Wang, Yanming Li, Wenjie Lu, Tongtong Wu, Senquan Yi, Yuheng Wang, Qiqi Lin, Yuxin Wu, Minghui Zhou, Naiqiang Tan, Li Shen^*

NeurIPS 2026

PDF / Code / BibTeX

Towards a Science of Collective AI: LLM-based Multi-Agent Systems Need a Transition from Blind Trial-and-Error to Rigorous Science

Jingru Fan, Dewen Liu, Yufan Dang, Huatao Li, Yuheng Wang, Wei Liu, Feiyu Duan, et al., Chen Qian^*, Zhiyuan Liu^*, Maosong Sun

Preprint · February 2026

PDF / Code / BibTeX

Internships

2026.5 — Now Tencent Elite Program, Tencent · Agentic RL
2025.8 — Now TsinghuaNLP, Tsinghua University · Multi-Agent Systems
2025.5 — 2026.8 SAI, Shanghai Jiao Tong University · Multi-Agent Systems
2024.6 — 2024.8 NJUNLP, Nanjing University · LLM Interpretability · Best Performance Award
2024.4 — 2025.6 LACC Laboratory, Wuhan University · LLMs & Agents

Activities

Guest Speaker

2025Mathematical Modeling Seminar, Shanghai Jiao Tong University
2025Mathematical Modeling Workshop, Wuhan University
2026Tech Roundtable, Ubiquant
2026Beyond LLM Closed-Door Summit, Sequoia Capital

Reviewer

2026ACM MM; ICML; Nature Communications; NLPCC

Honors & Awards

2026Outstanding Graduate, Wuhan University
2025Presidential Scholarship (¥100,000), Hong Kong University
2025Leijun Scholarship, Wuhan University
2025Leijun Innovation Fund, Wuhan University
20251st Prize, China College Student Computer Design Competition
20252nd Prize, China Robot and Artificial Intelligence Competition
2024Huawei Scholarship, Wuhan University (Top 1% Faculty-wide)
2024Bronze Medal, NeurIPS – Ariel Data Challenge
2024Bronze Medal, Kaggle · LMSYS Chatbot Arena Human Preference
20241st Prize, China National Collegiate Mathematical Modeling
20241st Prize, "Huazhong Cup" Modeling Challenge (7 / 5000+)
2022 — 2024WHU Excellent Scholarship, Wuhan University
20212nd Prize, National Middle School Mathematics Olympiad (Anhui)