I’m currently a PhD student in the department of computer and data science, Case Western Reserve University, supervised by Shuo Li. My research interests lie in Multimodal Large Language Models, Efficient Inferencing, Diffusion Models, and Medical Imaging. Email: qingtaopan33@gmail.com

🔥 News

• 2026.02: 🎉 Two papers are accepted by CVPR 2026
• 2025.11: 🎉 One paper is accepted by Neurocomputing
• 2025.10: 🎉 One paper is accepted by IEEE TMI
• 2025.06: 🎉 One paper is accepted by MICCAI 2025
• 2025.05: 🎉 One paper is accepted by IEEE TMI
• 2024.11: 🎉 One paper is accepted by AAAI 2025
• 2024.06: 🎉 One paper is accepted by INS

📝 Publications

Efficient MLLM

• CVPR 2026 Findings Frequency-Modulated Visual Restoration for Matryoshka Large Multimodal Models, Qingtao Pan, Zhihao Dou, Shuo Li.

LLM

• CVPR 2026 Main Conditional Factuality Controlled LLMs with Generalization Certificates via Conformal Sampling, Kai Ye, Qingtao Pan, Shuo Li.
• arXiv 2025 Plan Then Action: High-Level Planning Guidance Reinforcement Learning for LLM Reasoning, Zhihao Dou,…, Qingtao Pan, et al.

VLM for Image Segmentation

• IEEE TMI EviVLM: When Evidential Learning Meets Vision Language Model for Medical Image Segmentation, Qingtao Pan, Zhengrong Li, Guang Yang, Qing Yang, Bing Ji.
• IEEE TMI AMVLM: Alignment-Multiplicity Aware Vision-Language Model for Semi-Supervised Medical Image Segmentation, Qingtao Pan, Zhengrong Li, Wenhao Qiao, Jingjiao Lou, Qing Yang, Guang Yang, Bing Ji.
• AAAI 2025 DuSSS: Dual Semantic Similarity-Supervised Vision-Language Model for Semi-Supervised Medical Image Segmentation, Qingtao Pan, Wenhao Qiao, Jingjiao Lou, Bing Ji, Shuo Li.
• Neurocomputing Evidential learning driven Breast Tumor Segmentation with Stage-divided Vision-Language Interaction, Jingxing Zhong, Qingtao Pan, Xuchang Zhou, Jiazhen Lin.

Others

• INS Long-short-view aware multi-agent reinforcement learning for signal snippet distillation in delirium movement detection, Qingtao Pan, Hao Wang, Jingjiao Lou, Yuyan Zhang, Bing Ji, Shuo Li.
• MICCAI 2025 PCR-MIL: Phenotype Clustering Reinforced Multiple Instance Learning for Whole Slide Image Classification, Jingjiao Lou, Qingtao Pan, Qing Yang, Bing Ji.

🎖 Honors and Awards

• 2024.11 National Scholarship (Top 1%)
• 2025.05 Outstanding Graduate of Shandong University
• 2022.11 National Endeavor Fellowship (Undergraduate)
• 2019.11 National Endeavor Fellowship (Undergraduate)

💻 Services

Conference Reviewer:

ICML, NeurIPS, MICCAI

Journal Reviewer:

• Information Fusion
• Pattern Recognition
• Biomedical Signal Processing and Control
• iScience
• Applied Soft Computing

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