image description

宋骐

[EN]

中国科学技术大学特任教授，博士生导师，入选国家高层次人才计划（青年）。2020年于华盛顿州立大学获得博士学位[博士论文]，师从Yinghui Wu教授。在此之前，分别于2015年和2012年于北京航空航天大学获得硕士与学士学位。 博士毕业后加入亚马逊集团任应用科学家（Applied Scientist）。研究方向为数据挖掘与图机器学习，包括知识图谱、多模态数据融合与分析、知识驱动的智能计算等。
Email: qisong09(at)ustc.edu.cn

代表性论文

[Full List] [Google Scholar]

  1. Knowledge-enhanced AI models for domain-specific application: a survey. [Paper]
    SCIENCE CHINA Information Sciences 中国科学：信息科学(SCIS),2025.
    Xiang-Yang Li, Yihang Wang, Junli Liang, Xinyu Wang, Pengfei Zhou, Qi Zhao, Yuhang Zhang, Qi Song

  2. CrossLinear: Plug-and-Play Cross-Correlation Embedding for Time Series Forecasting with Exogenous Variables. [Paper][Slide]
    Proceedings of the 31th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD),2025.
    Pengfei Zhou, Yunlong Liu, Junli Liang, Qi Song, Xiangyang Li

  3. Answering Why-Questions for Subgraph Queries. [Paper]
    IEEE Transactions on Knowledge and Data Engineering(TKDE), Vol.34 (Issue No. 10), 4636-4649, 2022.
    Qi Song, Mohammad Hossein Namaki, Peng Lin, Yinghui Wu

  4. Explaining Missing Data in Graphs: A Constraint-based Approach. [Paper][Slide]
    IEEE International Conference on Data Engineering (ICDE), 2021.
    Qi Song, Peng Lin, Hanchao Ma, Yinghui Wu

  5. Answering Why-questions by Exemplars in Attributed Graphs. [Paper][Slide][Poster][Talk]
    ACM SIGMOD Conference on Management of Data (SIGMOD), 2019.
    Mohammad Hossein Namaki, Qi Song, Yinghui Wu, Shengqi Yang

  6. Mining Summaries for Knowledge Graph Search. [Paper]
    IEEE Transactions on Knowledge and Data Engineering(TKDE), Vol.30 (Issue No. 10), 1887-1900, 2018.
    Qi Song, Yinghui Wu, Peng Lin, Luna Xin Dong, Hui Sun

  7. Deep Autoencoding Gaussian Mixture Model for Unsupervised Anomaly Detection. [Paper]
    International Conference on Learning Representations(ICLR), 2018.
    Bo Zong, Qi Song, Martin Renqiang Min, Wei Cheng, Cristian Lumezanu, Daeki Cho, Haifeng Chen

科研项目

  1. “行业知识增强大模型关键技术及核心装备研发”，2024年合肥市科技攻关“揭榜挂帅”重大项目，项目（揭榜方）负责人，项目经费2000万元
  2. “基于安徽省中医名家名方名术的智慧诊疗关键技术与系统研制及应用”，2023年安徽省中医药科技攻关专项，课题负责人，项目经费750万元/课题经费125万元
  3. “基于多重知识表达的智能物联融合感知与计算”，浙江省“尖兵”“领雁”研发攻关计划项目，课题负责人，项目经费800万元
  4. “自动驾驶系统网络安全关键技术研究与应用”，安徽省科技重大专项，课题负责人，项目经费150万元/课题经费50万元
  5. “面向复杂网络的可解释异常检测算法研究”，CCF-腾讯犀牛鸟基金，项目负责人，项目经费15万元

学术服务

  1. PC Member - DASFAA'24,AAAI'23/24,ECAI'23
  2. SPC Member - CIKM'23
  3. Conference Reviewer - VLDB, SIGMOD, ICDE, KDD, Big Data
  4. Journal Reviewer - TPAMI, TDSC, TKDE, VLDBJ, JAIR, TNNLS
  5. TWEB Distiguished Reviewer Board
  6. Topic Editor - Frontiers in Big Data

奖励

  1. 2023年度ACM China合肥分会新星奖
  2. 中国科学技术大学墨子杰出青年特资津贴 2022
  3. NSF Student Travel Award for SIGMOD 2019
  4. NSF Student Travel Award for ICDE 2019
  5. SIGIR Student Travel Award for CIKM 2017
  6. NSF Student Travel Award for ICDM 2016
  7. NSF student travel support to NSF Graduate Data Science Workshop 2016, Seattle
  8. NSF student travel support to NSF Graduate Data Science Workshop 2015, Seattle
  9. EDBT student travel grant for EDBT summer school 2015, Palamos Spain
  10. MediaTek Inc. - Beihang Univ. Science and Technology Award 2014