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教师名录
教师简介

甘小莺

教授

通信与中心党支部书记

所在系所:数据智能研究所

办公电话:+86 21 34205018

电子邮件:ganxiaoying@sjtu.edu.cn

通讯地址:上海市东川路800号电信群楼 1-439

个人主页:http://dirc.sjtu.edu.cn/xygan

研究方向

时空数据挖掘,物联网群智计算、城市计算,资源管理与优化

现招收2026入学硕士,欢迎邮件联系

科研项目

2026-2029,基金委重大研究计划重点项目,面向地球宜居性演化分析的学术大数据智能工具及应用,主持

2022-2025,重点研发计划课题,时空知识检索与计算推理,主持

2023-2026,基金委面上项目,智慧城市中知识增强的群智计算方法,主持

2020,基金委专项项目,信息科学领域知识体系内在逻辑和结构研究,主持

2017-2020,基金委面上项目,面向社交网络的无线资源管理机制研究,主持




代表性论文及专著

[1] Ze Zhao, Bin Lu, Xiaoying Gan, Gu Tang, Luoyi Fu, Xinbing Wang:ChainsFormer: Numerical Reasoning on Knowledge Graphs From a Chain Perspective. ICDE 2025: 2963-2976

[2] Gu Tang, Jinghe Wang, Xiaoying Gan, Bin Lu, Ze Zhao, Luoyi Fu, Xinbing Wang, Chenghu Zhou:R2MR: Review and Rewrite Modality for Recommendation. KDD  2025: 1337-1348

[3] Bin Lu, Ze Zhao, Xiaoying Gan, Shiyu Liang, Luoyi Fu, Xinbing Wang, Chenghu Zhou:Graph Out-of-Distribution Generalization With Controllable Data Augmentation. IEEE Trans. Knowl. Data Eng. 36(11): 6317-6329 (2024)

[4] Bin Lu, Tingyan Ma, Xiaoying Gan, Xinbing Wang, Yunqiang Zhu, Chenghu Zhou, Shiyu Liang:Temporal Generalization Estimation in Evolving Graphs. ICLR 2024

[5] Bin Lu, Ze Zhao, Luyu Han, Xiaoying Gan, Yuntao Zhou, Lei Zhou, Luoyi Fu, Xinbing Wang, Chenghu Zhou, Jing Zhang:OxyGenerator: Reconstructing Global Ocean Deoxygenation Over a Century with Deep Learning. ICML 2024

[6] Gu Tang, Xiaoying Gan, Jinghe Wang, Bin Lu, Lyuwen Wu, Luoyi Fu, Chenghu Zhou:EditKG: Editing Knowledge Graph for Recommendation. SIGIR 2024: 112-122

[7] Xiong Wang, Riheng Jia, Luoyi Fu, Haiming Jin, Xiaohua Tian, Xiaoying Gan, Xinbing Wang:Online Spatial Crowdsensing With Expertise-Aware Truth Inference and Task Allocation. IEEE J. Sel. Areas Commun. 40(1): 412-427 (2022)

[8] Bin Lu, Xiaoying Gan, Haiming Jin, Luoyi Fu, Xinbing Wang, Haisong Zhang:Make More Connections: Urban Traffic Flow Forecasting with Spatiotemporal Adaptive Gated Graph Convolution Network. ACM Trans. Intell. Syst. Technol. 13(2): 28:1-28:25 (2022)

[9] Yuqing Li, Wenkuan Dai, Xiaoying Gan, Haiming Jin, Luoyi Fu, Huadong Ma, Xinbing Wang:Cooperative Service Placement and Scheduling in Edge Clouds: A Deadline-Driven Approach. IEEE Trans. Mob. Comput. 21(10): 3519-3535 (2022)

[10] Bin Lu, Xiaoying Gan, Lina Yang, Weinan Zhang, Luoyi Fu, Xinbing Wang:Geometer: Graph Few-Shot Class-Incremental Learning via Prototype Representation. KDD 2022: 1152-1161

[11] Bin Lu, Xiaoying Gan, Weinan Zhang, Huaxiu Yao, Luoyi Fu, Xinbing Wang:Spatio-Temporal Graph Few-Shot Learning with Cross-City Knowledge Transfer. KDD 2022: 1162-1172

[12] Xiong Wang, Riheng Jia, Xiaohua Tian, Xiaoying Gan, Luoyi Fu, Xinbing Wang:Location-Aware Crowdsensing: Dynamic Task Assignment and Truth Inference. IEEE Trans. Mob. Comput. 19(2): 362-375 (2020)

[13] Xiaoying Gan, Zesen Zhang, Luoyi Fu, Xudong Wu, Xinbing Wang:Unraveling Impact of Critical Sensing Range on Mobile Camera Sensor Networks. IEEE Trans. Mob. Comput. 19(4): 982-996 (2020)

[14] Yuqing Li, Xiong Wang, Xiaoying Gan, Haiming Jin, Luoyi Fu, Xinbing Wang:Learning-Aided Computation Offloading for Trusted Collaborative Mobile Edge Computing. IEEE Trans. Mob. Comput. 19(12): 2833-2849 (2020)

[15] Bin Lu, Xiaoying Gan, Haiming Jin, Luoyi Fu, Haisong Zhang:Spatiotemporal Adaptive Gated Graph Convolution Network for Urban Traffic Flow Forecasting. CIKM 2020: 1025-1034

[16] Yuqing Li, Wenkuan Dai, Jie Bai, Xiaoying Gan, Jingchao Wang, Xinbing Wang:An Intelligence-Driven Security-Aware Defense Mechanism for Advanced Persistent Threats. IEEE Trans. Inf. Forensics Secur. 14(3): 646-661 (2019)

[17] Xiong Wang, Riheng Jia, Xiaohua Tian, Xiaoying Gan:Dynamic Task Assignment in Crowdsensing with Location Awareness and Location Diversity. INFOCOM 2018: 2420-2428

[18] Xiaoying Gan, Yuqing Li, Weiwei Wang, Luoyi Fu, Xinbing Wang:Social Crowdsourcing to Friends: An Incentive Mechanism for Multi-Resource Sharing. IEEE J. Sel. Areas Commun. 35(3): 795-808 (2017)

[19] Xiaoying Gan, Xiong Wang, Wenhao Niu, Gai Hang, Xiaohua Tian, Xinbing Wang, Jun (Jim) Xu:Incentivize Multi-Class Crowd Labeling Under Budget Constraint. IEEE J. Sel. Areas Commun. 35(4): 893-905 (2017)