丰小月 教 授
邮箱：fengxy@jlu.edu.cn
办公地址：王湘浩楼A503室
教研室：机器学习
基本信息
丰小月，教授。2008年于吉林大学计算机学院获博士学位，曾赴意大利特伦托大学、美国密苏里大学访问交流。
主要研究领域：聚焦于机器学习算法在生物信息学中的应用，并结合知识图谱与推荐系统技术开展交叉研究。
【博士研究生招生信息】
计算机科学与技术学院：计算机应用技术（学术型）
【硕士研究生招生信息】
·计算机科学与技术学院：计算机应用技术（学术型和专业型）
·软件学院：软件工程（学术型和专业型）
科研成果
近年来，承担国家自然科学基金面上项目1项，国家重点研发计划BT&IT专项、科技创新2030-“新一代人工智能”重大项目子课题各１项，主持完成国家自然科学基金青年项目1项，腾讯校企合作项目１项。在IEEE TKDE，JMIR，BIB，AAAI，IJCAI，WWW，SIGIR，EMNLP，CIKM等CCF A/B类期刊和会议发表论文50余篇。
【代表性论文列表】
[1] Yonghao Liu, Chuyao Wang, Zhikang Wang, Liang Chen, Zhi Li, Jiangning Song, Qi Zou, Rui Gao, Binzhi Qian, Xiaoyue Feng*(Corresponding Author), Renchu Guan*(Corresponding Author), Zhiyuan Yuan*(Corresponding Author). High-Parameter Spatial Multi-Omics through Histology-Anchored Integration. Nature Methods, 2026, 23(2):373-386.
[2] Mengyu Li, Yonghao Liu, Fausto Giunchiglia, Ximing Li, Xiaoyue Feng*(Corresponding Author), Renchu Guan*(Corresponding Author). Simple-Sampling and Hard-Mixup with Prototypes to Rebalance Contrastive Learning for Text Classification. Proceedings of ACM on Web Conference. (WWW 2026，CCF A)
[3] Yiming Zhang, Baojia Han, Ximing Li, Wei Pang, Fausto Giunchiglia, Xiaoyue Feng*(Corresponding Author), Renchu Guan*(Corresponding Author). SPARD: Single-step Inference with Adaptive Sampling in Residual Diffusion for Human Motion Prediction. Proceedings of the AAAI Conference on Artificial Intelligence (AAAI2026), Singapore, Jan.20-27, Accept. 2026. (AAAI 2026，CCF A)
[4] Yonghao Liu, Yajun Wang, Chunli Guo, Wei Pang, Ximing Li, Fausto Giunchiglia, Xiaoyue Feng*(Corresponding Author), Renchu Guan*(Corresponding Author). Graph Few-Shot Learning via Adaptive Spectrum Experts and Cross-Set Distribution Calibration. Proceedings of NeurIPs，2025. (NeurIPs 2025， CCFA)
[5] Yonghao Liu, Fausto Giunchiglia, Ximing Li, Lan Huang, Xiaoyue Feng*(Corresponding Author), Renchu Guan*(Corresponding Author). Enhancing Unsupervised Graph Few-shot Learning via Set Functions and Optimal Transport. Proceedings of KDD2025, Toronto, ON, Canada, Aug. 3-7, 2025, 871-882. (KDD 2025，CCFA)
[6] Yonghao Liu, Mengyu Li, Fausto Giunchiglia, Lan Huang, Ximing Li, Xiaoyue Feng*(Corresponding Author), Renchu Guan*(Corresponding Author). Dual-level Mixup for Graph Few-shot Learning with Fewer Tasks. Proceedings of ACM on Web Conference (WWW2025), Sydney NSW Australia, Apr.28-May 2,2025, 2646-2656. (WWW 2025，CCFA)
[7] Wenchuan Zhao, Yufeng Yu, Guosheng Liu, Yanchun Liang, Dong Xu, Xiaoyue Feng*(Corresponding Author), Renchu Guan*(Corresponding Author). MSI-DTI: Predicting Drug-Target Interaction Based on Multi-Source Information and Multi-Head Self-Attention. Briefings in Bioinformatics, 18 May, 2024, 25(3): bbae238.
[8] Renchu Guan, Haoyu Pang, Fausto Giunchiglia, Yanchun Liang, Xiaoyue Feng*(Corresponding Author). Cross-Domain Meta-Learner for Cold-Start Recommendation. IEEE Transactions on Knowledge and Data Engineering, 2023, 35(8):7829-7843.
(TKDE，CCF A)
[9] Renchu Guan, Hao Zhang, Yanchun Liang, Fausto Giunchiglia, Lan Huang, Xiaoyue Feng*(Corresponding Author). Deep Feature-Based Text Clustering and Its Explanation. IEEE Transactions on Knowledge and Data Engineering, 2022, 31(8):3669-3680. (TKDE，CCF A)
[10] Yonghao Liu, Mengyu Li, Ximing Li, Lan Huang, Fausto Giunchiglia, Xiaoyue Feng*(Corresponding Author), Renchu Guan*(Corresponding Author). Meta-GPS++: Enhancing Graph Meta-Learning with Contrastive Learning and Self-Training. ACM Transactions on Knowledge Discovery from Data, 2024, 18(9):1-30. (CCF B)
[11] Haoyu Pang, Giunchiglia Fausto, Ximing Li, Renchu Guan*(Corresponding Author), Xiaoyue Feng*(Corresponding Author). PNMTA: A Pretrained Network Modulation and Task Adaptation Approach for User Cold-Start Recommendation. Proceedings of the ACM Web Conference, Lyon, France, 25-29 April 2022, 348-359. (WWW2022，CCF A)
