Haoyang Su

Ph.D. Student, Fudan University · Shanghai Innovation Institute · Shanghai Artificial Intelligence Laboratory
(2024-09 — Present)

Bachelor, Fudan University
(2020-09 — 2024-06)

My research focuses on the development of vision–language models (LVLMs), multi-agent reasoning systems (MAS), and agentic RL.

📄 Representative Works

1. Learning CLI Agents with Structured Action Credit under Selective Observation
   arXiv preprint arXiv:2605.08013 (2026)
   Haoyang Su, Ying Wen
   📄 Paper Link

2. MolClaw: An Autonomous Agent with Hierarchical Skills for Drug Molecule Evaluation, Screening, and Optimization
   arXiv preprint arXiv:2604.21937 (2026)
   Lisheng Zhang, Lilong Wang, Xiangyu Sun, Wei Tang, Haoyang Su, Yuehui Qian, Qikui Yang, Qingsong Li, Zhenyu Tang, Haoran Sun, Yingnan Han, Yankai Jiang, Wenjie Lou, Bowen Zhou, Xiaosong Wang, Lei Bai, Zhengwei Xie
   📄 Paper Link

3. LAMMI-Pathology: A Tool-Centric Bottom-Up LVLM-Agent Framework for Molecularly Informed Medical Intelligence in Pathology
   arXiv preprint arXiv:2602.18773 (2026)
   Haoyang Su, Shaoting Zhang, Xiaosong Wang
   📄 Paper Link

4. A Multi-phase CT Dataset for Automated Differential Diagnosis of Liver Tumors
   Scientific Data 13, 31 (2026)
   Xiang’an Wu, Haoyang Su, Yiwei Hua, Yali Xu, Lilong Wang, Xiaosong Wang, Shitian Wang, Bao Jin, Xiao Liu, Xueshuai Wan, Qiang Sun, Xuan Wang, Shunda Du
   📄 Paper Link

5. SCP: Accelerating Discovery with a Global Web of Autonomous Scientific Agents
   arXiv preprint arXiv:2512.24189 (2025)
   Yankai Jiang, Wenjie Lou, Lilong Wang, Zhenyu Tang, Shiyang Feng, Jiaxuan Lu, Haoran Sun, Yaning Pan, Shuang Gu, Haoyang Su, Feng Liu, Wangxu Wei, Pan Tan, Dongzhan Zhou, Fenghua Ling, Cheng Tan, Bo Zhang, Xiaosong Wang, Lei Bai, Bowen Zhou
   📄 Paper Link

6. A Composite Alignment-Aware Framework for Myocardial Lesion Segmentation in Multi-sequence CMR Images
   MICCAI 2025-09-21
   Yifan Gao, Shaohao Rui, Haoyang Su, Jinyi Xiang, Lianming Wu, Xiaosong Wang
   📄 Paper Link

7. CTSL: Codebook-based Temporal-Spatial Learning for Accurate Non-Contrast Cardiac Risk Prediction Using Cine MRIs
   MICCAI 2025-09-18
   Haoyang Su, Shaohao Rui, Jinyi Xiang, Lianming Wu, Xiaosong Wang
   📄 Paper Link

8. PRISM: Unsupervised Visual Representations and Textual Prompts for Explainable MACE Survival Prediction from Cardiac Cine MRI
   arXiv preprint arXiv:2508.19325 (2025)
   Haoyang Su, Jin-Yi Xiang, Shaohao Rui, Yifan Gao, Xingyu Chen, Tingxuan Yin, Xiaosong Wang, Lian-Ming Wu
   📄 Paper Link

9. CardioCoT: Hierarchical Reasoning for Multimodal Survival Analysis
   arXiv preprint arXiv:2505.19195 (2025)
   Shaohao Rui, Haoyang Su, Jinyi Xiang, Lian-Ming Wu, Xiaosong Wang
   📄 Paper Link

📫 Contact / Links

• ORCID: 0000-0003-3378-1440