Improved prototypical network for active few-shot learning. - Yaqiang Wu; Yifei Li 006; Tianzhe Zhao; Lingling Zhang 005; Bifan Wei; Jun Liu 002; Qinghua Zheng (Pattern Recognit. Lett., 2023)

Few-shot Open Relation Extraction with Gaussian Prototype and Adaptive Margin. - Tianlin Guo; Lingling Zhang 005; Jiaxin Wang 002; Yuokuo Lei; Yifei Li 006; Haofen Wang; Jun Liu 002 (CoRR, 2024)

Multi-view cognition with path search for one-shot part labeling. - Shaowei Wang; Lingling Zhang 005; Tao Qin 002; Jun Liu 002; Yifei Li 006; Qianying Wang; Qinghua Zheng (Comput. Vis. Image Underst., 2024)

FPrompt-PLM: Flexible-Prompt on Pretrained Language Model for Continual Few-Shot Relation Extraction. - Lingling Zhang 005; Yifei Li 006; Qianying Wang; Yun Wang; Hang Yan 010; Jiaxin Wang 002; Jun Liu 002 (IEEE Trans. Knowl. Data Eng., 2024)

ChartSketcher: Reasoning with Multimodal Feedback and Reflection for Chart Understanding. - Muye Huang; Lingling Zhang 005; Jie Ma 001; Han Lai; Fangzhi Xu; Yifei Li 006; Wenjun Wu; Yaqiang Wu; Jun Liu 002 (CoRR, 2025)

MUR: Momentum Uncertainty guided Reasoning for Large Language Models. - Hang Yan 010; Fangzhi Xu; Rongman Xu; Yifei Li 006; Jian Zhang 087; Haoran Luo 001; Xiaobao Wu; Luu Anh Tuan; Haiteng Zhao; Qika Lin; Jun Liu 002 (CoRR, 2025)