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Xueliang Cui

Master's student
Southern University of Science and Technology (SUSTech)
Email: xl.cui2@siat.ac.cn

Hi, I am Xueliang Cui, a Master's student at Southern University of Science and Technology (SUSTech), conducting research at the Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences (SIAT, CAS). I received my bachelor's degree from Shandong University in 2023.

My current research focuses on medical-domain large vision-language models, unified multimodal models, and world models. My previous research has focused on causal machine learning and multimodal learning, with an emphasis on generalization, reasoning, and efficient collaboration in biomedical vision-language models.

Ph.D. Opportunities · Fall 2027: I am seeking Ph.D. opportunities starting in Fall 2027.

Academic Collaboration: I welcome opportunities for research collaboration.

News

Sep 2026 1 paper accepted to NeurIPS 2026 (CCF-A Conference) .
Feb 2026 1 paper accepted to CVPR 2026 (CCF-A Conference) .
Apr 2025 1 paper accepted to IJCAI 2025 (CCF-A Conference) .

Publications

* Equal contribution.

  1. NeurIPS
    SMART-Med framework: uncertainty-aware routing and selective multi-agent medical reasoning
    Learning When to Collaborate: Selective Multi-Agent Medical Reasoning via Uncertainty-Aware Routing
    Jiacheng Hou, Xueliang Cui, Dan Lu, Ruxin Wang
    Advances in Neural Information Processing Systems (NeurIPS), 2026
    Paper PDF Code
  2. CVPR
    BiomedCCPL framework: causal conditional prompt learning for biomedical vision-language models
    BiomedCCPL: Causal Conditional Prompt Learning for Biomedical Vision-Language Models
    Xueliang Cui, Juncai Zhang, Jiacheng Hou, Dan Lu, Hao Zhang, Ruxin Wang
    IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2026
    Paper PDF Code
  3. IJCAI
    IJCAI publication preview placeholder IJCAI publication preview placeholder
    Identifying Causal Mechanism Shifts Under Additive Models with Arbitrary Noise
    Yewei Xia*, Xueliang Cui*, Hao Zhang, Yixin Ren, Feng Xie, Jihong Guan, Ruxin Wang, Shuigeng Zhou
    Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI), 2025
    Paper PDF Code

Honors

National Awards

  • National Scholarship for Graduate Students, 2026
  • National Scholarship for Graduate Students, 2025
  • First Prize, 12th Chinese Mathematics Competition (Non-Math), 2020

University Awards

  • SUSTech Graduate Academic Scholarship (Special Class), 2026
  • SUSTech Graduate Academic Scholarship (Special Class), 2025
  • SUSTech Outstanding Graduate Student, 2025
  • SDU Undergraduate Academic Scholarship (Second Class), 2022