Jiaxiang Liu

Postdoctoral

Email: liujiaxiang@gdiist.cn

Future Directions: 

Medical multimodal brain computing model and multimodal trustworthy inference mechanism

Personal Profile:

Received his Ph.D. in 2025 from the College of Computer Science and Technology, Zhejiang University. His research interests focus on medical artificial intelligence and multimodal data processing. He has authored (as first or co-first author) over ten high-quality papers in leading venues, including the Cell Press journal Patterns, IEEE TCSVT, and top-tier international conferences such as AAAI (Oral), EMNLP (Oral), and NeurIPS. His Patterns paper presents the first clinically applicable study on 3D multimodal fusion and crown–root–bone reconstruction, and was officially highlighted by Cell Press. He is a recipient of the National Graduate Scholarship, the First Prize of Zhejiang University Professional Degree Achievement Award, and the Zhejiang Province Outstanding Professional Degree Graduate Practice Award. He also serves as a reviewer for conferences and journals including NeurIPS, ICLR, CVPR, AAAI, TCSVT, and TIM.

Academic journal:

[1] Liu, J., Hao, J., Lin, H., Pan, W., Yang, J., Feng, Y., ... & Liu, Z. (2023). Deep learning-enabled 3D multimodal fusion of cone-beam CT and intraoral mesh scans for clinically applicable tooth-bone reconstruction. Cell Press Patterns, 4(9).

[2] Liu J, Hu T, Zhang Y, et al. Parameter-efficient transfer learning for medical visual question answering[J]. IEEE Transactions on Emerging Topics in Computational Intelligence, 2023, 8(4): 2816-2826.

[3] Liu J, Wang Y, Du J, et al. MedCoT: Medical Chain of Thought via Hierarchical Expert[C]//Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing. 2024: 17371-17389. (Oral)

[4] Liu J, Hu T, Xiong H, et al. Vpl: Visual proxy learning framework for zero-shot medical image diagnosis[C]//Findings of the Association for Computational Linguistics: EMNLP 2024. 2024: 9978-9992.

[5] Liu, J., Hu, T., Du, J., Zhang, R., Zhou, J. T., & Liu, Z. (2025, April). Kpl: Training-free medical knowledge mining of vision-language models. In Proceedings of the AAAI Conference on Artificial Intelligence (Vol. 39, No. 18, pp. 18852-18860). (Oral).

Joint Lab of Cognitive Neural Networks and Degeneration