Ph.D. Student
Nanjing University
School of Intelligence Science and Technology Suzhou, Jiangsu Province, P.R.China Email: x.song.matt[at]gmail.com; x.song[at]smail.nju.edu.cn I am looking for internship or visiting student opportunities related to trustworthy medical large models/agents.
[CN]
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Biography
I am now pursuing my Ph.D. studies in the PR-Lab at Nanjing University under the supervision of Prof. Caifeng Shan and Assoc. Prof. Yuqi Fang. Prior to this, I served as a full-time research assistant at the Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, working under the direction of Prof. Ruxin Wang. In 2023, I completed my Master's degree at Beijing University of Technology, where I was fortunate to be advised by Assoc. Prof. Xiaodan Zhang and co-advised by Prof. Junzhong Ji.
My research interests lie in the Multi-modal (CV, NLP, etc.) Learning and Causality in Biomedical Informatics. Currently, I also possess an interest in the Trustworthy Multi-modal Large Language Models and their applications for Healthcare.
News
- [06/2026] One paper was accepted by MICCAI 2026, a top conference on Medical Imaging.
- [05/2025] I was funded by the Postgraduate Research & Practice Innovation Program of Jiangsu Province.
- [09/2024] One paper was accepted by ACM-BCB (Oral), a flagship conference on Bioinformatics.
- [09/2024] I joined Nanjing University, Suzhou Campus.
- [07/2023] I joined Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences.
- [06/2023] I got my Master's degree. My thesis received A marks from all 3 anonymous reviewers from external schools.
- [02/2023] One paper was accepted by JVCIR.
- [08/2022] One paper was accepted by COLING 2022 (Oral), a top conference on NLP.
- [06/2022] One paper was accepted by China Sciencepaper.
Publications | Google Scholar
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MedF2Route: Evidence-Routed Graph Verification for Hallucination Detection in Clinical LVLMs.
Xiao Song, Ruiying Chen, Haonan Qin, Jianyuan Huang, Yuqi Fang, Caifeng Shan.
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Möbius: Bridging Mutual Supervision and Compensation between LVLMs and SAMs for Trustworthy Medical Vision-Language Systems.
Xiao Song, Haonan Qin, Jiaxin Liu, Yang Bai, Weijia Li, Yuqi Fang, Caifeng Shan.
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Beyond Scaling Monoliths: Structural Auditability via Cognitive Decomposition for Trustworthy Medical Vision--Language Models.
Ningyi Zhang, Yuan Gao, Xin Wang, Xiao Song, Hang Qu, Kaixuan Ren, Yue Gu, Yi Zhou, Steven Schalekamp, Chantong Lam, Caifeng Shan, Sio-Kei Im, Yue Sun, Tao Tan.
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Discovering Explicit Rules for MLLMs in Industrial Anomaly Detection.
Weijia Li, Haolin Wang, Zhao Wang, Jiaju Jiang, Xin Liu, Xiao Song, Caifeng Shan, Fang Zhao.
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Detecting Clinical Hallucinations in LVLMs via Counterfactual Visual Grounding Uncertainty.
Xiao Song, Haonan Qin, Zhaoxu Zhang, Jiong Zhang, Yuqi Fang, Caifeng Shan.
MICCAI, 2026. -
Rethinking Radiology Report Generation via Causal Inspired Counterfactual Augmentation.
Xiao Song, Jiafan Liu, Yun Li, Yan Liu, Wenbin Lei, Ruxin Wang.
ACM BCB (Oral), 2024, Article No.5, 1–10. [paper] -
Multi-scale Superpixel based Hierarchical Attention Model for Brain CT Classification.
Xiao Song, Xiaodan Zhang, Junzhong Ji, Ying Liu.
J. Vis. Commun. Image R. (JVCIR), 2023, 91:103773. [paper] -
Cross-modal Contrastive Attention Model for Medical Report Generation.
Xiao Song, Xiaodan Zhang, Junzhong Ji, Ying Liu, Pengxu Wei.
COLING (Oral), 2022:2388–2397. [paper]
- 一种多模态推理大模型和分割大模型的互监督优化方法. 2025119810738
- 基于反事实数据增强的放射学报告生成方法. 202311704996.X
- 一种基于跨模态对比注意力机制的医学报告自动生成方法. CN115394397B
Teaching
| 2025 Spring | TA | Natural Language Processing | @ NJU |
| 2026 Spring | TA | Natural Language Processing | @ NJU |