Selected Publications

You can find my all articles on my Google Scholar profile.

Preprints

Yulei Qin, Gang Li, Zongyi Li, Zihan Xu, Yuchen Shi, Zhekai Lin, Xiao Cui, Ke Li, Xing Sun: Incentivizing Reasoning for Advanced Instruction-Following of Large Language Models. CoRR abs/2506.01413 (2025) [Paper][Codes][🤗Checkpoints]
Yuncheng Yang, Yulei Qin*, Tong Wu, Zihan Xu, Gang Li, Pengcheng Guo, Hang Shao, Yuchen Shi, Ke Li, Xing Sun, Jie Yang, Yun Gu: Leveraging Open Knowledge for Advancing Task Expertise in Large Language Models. CoRR abs/2408.02085 (2024) [Paper][Codes]
Tong Wu, Yulei Qin, Enwei Zhang, Zihan Xu, Yuting Gao, Ke Li, Xing Sun: Towards Robust Text Retrieval with Progressive Learning. CoPR abs/2311.11691 (2023) [Paper][Codes]
Yulei Qin, Yun Gu, Hanxiao Zhang, Jie Yang, Lihui Wang, Feng Yao, Yue-Min Zhu: Relationship between pulmonary nodule malignancy and surrounding pleurae, airways and vessels: a quantitative study using the public LIDC-IDRI dataset. CoRR abs/2106.12991 (2021) [Paper]

Yulei Qin, Yuncheng Yang, Pengcheng Guo, Gang Li, Hang Shao, Yuchen Shi, Zihan Xu, Yun Gu, Ke Li, Xing Sun: Unleashing the Power of Data Tsunami: A Comprehensive Survey on Data Assessment and Selection for Instruction Tuning of Language Models. Transactions on Machine Learning Research (2025) [Paper][Codes]
Xiao Cui, Yulei Qin*, Yuting Gao, Enwei Zhang, Zihan Xu, Tong Wu, Ke Li, Xing Sun, Wengang Zhou, Houqiang Li: SinKD: Sinkhorn Distance Minimization for Knowledge Distillation. IEEE Trans. Neural Networks and Learning Systems: In Press (2024) [Paper][Codes]
Yulei Qin, Hao Zheng, Yun Gu, Xiaolin Huang, Jie Yang, Lihui Wang, Feng Yao, Yue-Min Zhu, Guang-Zhong Yang: Learning Tubule-Sensitive CNNs for Pulmonary Airway and Artery-Vein Segmentation in CT. IEEE Trans. Medical Imaging 40(6): 1603-1617 (2021) [Paper][Codes]
Yulei Qin, Juan Wen, Hao Zheng, Xiaolin Huang, Jie Yang, Ning Song, Yue-Min Zhu, Lingqian Wu, Guang-Zhong Yang: Varifocal-Net: A Chromosome Classification Approach Using Deep Convolutional Networks. IEEE Trans. Medical Imaging 38(11): 2569-2581 (2019) [Paper]
Yulei Qin, Hao Zheng, Xiaolin Huang, Jie Yang, Yue-Min Zhu: Pulmonary nodule segmentation with CT sample synthesis using adversarial networks. Medical Physics 46(3): 1218-1229 (2019) [Paper]

Xiao Cui, Yulei Qin*, Yuting Gao, Enwei Zhang, Zihan Xu, Tong Wu, Ke Li, Xing Sun, Wengang Zhou, Houqiang Li: Sinkhorn Distance Minimization for Knowledge Distillation. COLING 2024 [Paper][Codes]
Yulei Qin, Xingyu Chen, Yunhang Shen, Chaoyou Fu, Yun Gu, Ke Li, Xing Sun, Rongrong Ji: CAPro: Webly Supervised Learning with Cross-Modality Aligned Prototypes. NeurIPS 2023 [Paper][Slides][Codes][Poster]
Yulei Qin, Xingyu Chen, Chao Chen, Yunhang Shen, Bo Ren, Yun Gu, Jie Yang, Chunhua Shen: FoPro: Few-Shot Guided Robust Webly-Supervised Prototypical Learning. AAAI 2023 [Paper][Slides][Codes]
Yulei Qin, Hao Zheng, Yun Gu, Xiaolin Huang, Jie Yang, Lihui Wang, Yue-Min Zhu: Learning Bronchiole-Sensitive Airway Segmentation CNNs by Feature Recalibration and Attention Distillation. MICCAI 2020 [Paper][Codes][Poster]
Yulei Qin, Yun Gu, Hao Zheng, Mingjian Chen, Jie Yang, Yue-Min Zhu: AirwayNet-SE: A Simple-Yet-Effective Approach to Improve Airway Segmentation Using Context Scale Fusion. ISBI 2020 [Paper][Data]
Yulei Qin, Mingjian Chen, Hao Zheng, Yun Gu, Mali Shen, Jie Yang, Xiaolin Huang, Yue-Min Zhu, Guang-Zhong Yang: AirwayNet: A Voxel-Connectivity Aware Approach for Accurate Airway Segmentation Using Convolutional Neural Networks. MICCAI 2019 [Paper]
Yulei Qin, Hao Zheng, Yue-Min Zhu, Jie Yang: Simultaneous Accurate Detection of Pulmonary Nodules and False Positive Reduction Using 3D CNNs. ICASSP 2018 [Paper]