孙庆强 | 助理教授
2024/05/13
来源:
编辑:
邮箱: qqsun@gbu.edu.cn
主页: 谷歌学术
学历: 新南威尔士大学 计算机科学与工程 博士
科研领域
工作经历
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2024.04-至今 大湾区大学 助理教授、研究员、博导
主要成果
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围绕人工智能的基础理论和前沿应用开展相关研究,涉及的数据场景主要包括但不限于图结构数据 (社交网络、引文网络、蛋白质网络等等)、工业过程数据 (化工等支柱产业),重点研究自监督、无监督学习范式,提出目标相关自编码器、门控集成半监督、高阶拓扑感知图对齐、渐进困难样本遮掩、单视图对比学习、相互依赖自适应对比学习等创新方法和理论。近年来,发表学术论文近二十篇,其中以一作/通讯在ICLR、AAAI、ICDE、CIKM、TKDE、TCYB、TII等权威国际期刊、会议发表论文 13 篇。3 篇一作论文入选 ESI 高被引论文,1 篇一作论文入选 ESI 热点论文。授权国家发明专利 2 项。获中国电子学会、中国自动化学会优秀学位论文奖。主持广东省基础与应用基础研究基金项目1项。入选广东省引进高层次人才、东莞市特色人才、东莞市百名博士人才。
代表性成果
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Zhen Tao, Xinke Jiang, Qingshuai Feng, Haoyu Zhang, Lun Du, Yuchen Fang, Hao Miao, Bangquan Xie, Qingqiang Sun*. Task-Aware Retrieval Augmentation for Dynamic Recommendation. AAAI, 2026.
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Zhen Tao, Ziyue Qiao, Chaoqi Chen, Zhengyi Yang, Lun Du, Qingqiang Sun*. On the Homophily of Heterogeneous Graphs: Understanding and Unleashing. ACM The Conference on Information and Knowledge Management (CIKM), 2025.
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Ziyue Qiao, Junren Xiao, Qingqiang Sun*, Meng Xiao, Xiao Luo, Hui Xiong*. Holistic Memory Diversification for Incremental Learning in Growing Graphs. The International Conference on Learning Representations (ICLR), 2025.
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Qingqiang Sun, Chaoqi Chen, Ziyue Qiao, Xubin Zheng, Kai Wang. Single-View Graph Contrastive Learning with Soft Neighborhood Awareness. AAAI, 2025.
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Qingqiang Sun, Kai Wang, Wenjie Zhang, Peng Cheng, and Xuemin Lin*. Interdepen-dence-Adaptive Mutual Information Maximization for Graph Contrastive Learning. IEEE Transactions on Knowledge and Data Engineering (TKDE), 2024.
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Qingqiang Sun, Wenjie
Zhang, and Xuemin Lin*. Progressive Hard Negative Masking: From Global Uniformity
to Local Tolerance. IEEE Transactions on Knowledge and Data Engineering (TKDE), 2023.
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Qingqiang Sun, Xuemin Lin*,
Ying Zhang, Wenjie Zhang*, and Chaoqi Chen. Towards Higher-order Topological
Consistency for Unsupervised Network Alignment. IEEE International
Conference on Data Engineering (ICDE), 2023.
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Qingqiang Sun and Zhiqiang
Ge*. Gated Stacked Target-Related Autoencoder: A Novel Deep Feature Extraction
and Layerwise Ensemble Method for Industrial Soft Sensor Application. IEEE
Transactions on Cybernetics (TCyb), 52(5), 3457-3468, 2022.
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Qingqiang Sun and Zhiqiang
Ge*. A Survey on Deep Learning for Data-Driven Soft Sensors. IEEE Transactions
on Industrial Informatics (TII), 17(9), 5853–5866, 2021.
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Qingqiang Sun and Zhiqiang
Ge*. Deep Learning for Industrial KPI Prediction: When Ensemble Learning Meets
Semi-Supervised Data. IEEE Transactions on Industrial Informatics (TII),
17(1), 260–269, 2021.
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Qingqiang Sun and Zhiqiang Ge*. Probabilistic Sequential Network for Deep Learning of Complex Process Data and Soft Sensor Application. IEEE Transactions on Industrial Informatics (TII), 15(5), 2700–2709, 2019.
学术兼职
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担任 TKDE、TCyb、TII、TNNLS、JAS、NeurIPS、ICLR、ICML、KDD、AAAI 等权威国际期刊、会议审稿人;担任国际会议 VLDB 中大规模图数据分析国际研讨会 ( LSGDA ) 的 Proceedings Chair (2024)、Encore Track Chair (2025);中国计算机学会人工智能与模式识别专委委员、大数据专委委员;广东省自然科学基金项目评审专家。
个人荣誉
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广东省引进高层次人才
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东莞市特色人才
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东莞市百名博士人才
招聘信息
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长期招聘如下岗位,招满即止,期待与你共同进步、互相成就。
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另外,本人曾获得数学建模竞赛(美赛/国赛/电工杯)、机械创新设计大赛、节能减排大赛等多个大学生竞赛奖项,能够提供一些指导帮助,欢迎本校学生联系。
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联培博士(2026级,毕业授予哈工大学位学历证)
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联培学术型硕士(2025级,毕业授予南科大学位学历证)
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博士后(出站授予中科大博后证)
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特任研究员及研究助理
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