Dr. Yin Nan
Assistant Professor
Profile
Hong Kong Space Robotics and Energy Center Limited, Postdoc
Hong Kong University of Science and Technology, Postdoc
Mohamed bin Zayed University of Artificial Intelligence, Postdoc
Research Interests
- LLM
- Dialogic teaching and learning
- AI for Science
- Graph
- Brain-like Learning
Teaching Interests
- Machine Learning
- Deep Learning
- Data Mining
Selected Outputs
- DAMR: Efficient and adaptive context-aware knowledge graph question answering with LLM-guided MCTS, Yingxu Wang, Shiqi Fan, Mengzhu Wang, Siyang Gao, Chao Wang, Nan Yin*, ICLR 26.
- Usbd: Universal structural basis distillation for source-free graph domain adaptation, Yingxu Wang, Kunyu Zhang, Mengzhu Wang, Siyang Gao, Nan Yin*. KDD 26.
- GraphCL: Graph-based Clustering for Semi-Supervised Medical Image
- Segmentation. Mengzhu Wang, Houcheng Su, Jiao Li, Chuan Li, Nan Yin*, Li Shen, Jingcai Guo. ICML 25.
- DREAM: Dual structured exploration with mixup for open-set graph domain adaption. Nan Yin, Mengzhu Wang, Zhenghan Chen, Li Shen, Huan Xiong, Bin Gu, Xiao Luo. ICLR 24.
- Coco: A coupled contrastive framework for unsupervised domain adaptive graph classification. Nan Yin, Li Shen, Mengzhu Wang, Long Lan, Zeyu Ma, Chong Chen, Xian-Sheng Hua, Xiao Luo. ICML 23.
Journal Publications
- Dream: a dual variational framework for unsupervised graph domain adaptation. Nan Yin, Li Shen, Mengzhu Wang, Xinwang Liu, Chong Chen, Xian-Sheng Hua. TPAMI 25.
- UMessages are never propagated alone: Collaborative hypergraph neural network for time-series forecasting. Nan Yin, Li Shen, Huan Xiong, Bin Gu, Chong Chen, Xian-Sheng Hua, Siwei Liu, Xiao Luo. TPAMI 23.
- OMG: Towards effective graph classification against label noise. Nan Yin, Li Shen, Mengzhu Wang, Xiao Luo, Zhigang Luo, Dacheng Tao. TKDE 23.
