Jiaxiang Liu
Postdoctoral Researcher
Email: liujiaxiang@@gdiist.cn
Research Interests:
Brain-inspired multimodal computational models, multimodal trustworthy reasoning mechanisms
Biography:
Jiaxiang Liu received his Ph.D. in 2025 from the College of Computer Science and Technology, Zhejiang University. His research focuses on medical artificial intelligence and multimodal data processing. He has published more than ten high-quality papers as first author (including co-first author) in prestigious journals and conferences such as Patterns (Cell Press), TCSVT, AAAI (Oral), EMNLP (Oral), and MICCAI. His work published in Patterns was the first to investigate clinically applicable 3D fusion and crown-root-bone reconstruction, and it was featured by Cell Press. He has been awarded the National Scholarship for Graduate Students, the First Prize for Professional Degree Achievements at Zhejiang University, and the Excellent Professional Degree Graduate Student Practice Achievement Award of Zhejiang Province. He also serves as a reviewer for leading conferences and journals, including NeurIPS, ICLR, MICCAI, AAAI, IEEE TCSVT, and IEEE TIM.
Representative Publications:
[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)
