师资队伍

郭侃

E-mail:guokan.cn@gmail.com

个人简介

郭侃,工学博士,2138cc太阳集团硕士导师/讲师。主要从事智能交通、深度学习、多模态数据分析及具身智能等方向的研究工作,谷歌学术引用次数1000+。

研究方向

智能交通系统(Intelligent Transportation Systems),交通流预测,图神经网络(GCN),多模态表示学习,交通视频问答,自动驾驶,具身智能。

教育简历

2018.09 - 2022.06,2138cc太阳集团,控制科学与工程,博士学位

2016.09 - 2018.09,2138cc太阳集团,计算机科学与技术

2011.09 - 2015.07,北京邮电大学,数学与应用数学,学士学位

工作履历

2022.07 -2024.08,北京航空航天大学,博士后

科研项目

国家自然科学基金青年科学基金项目,面向交通领域视频问答的多模态图表示学习方法,2024.01-2026.12,在研,主持

中国博士后科学基金会面上项目,基于多模态大小模型协同可信推理的自动驾驶视频问答模型研究,2025.12-,在研,主持

北京市博士后科学基金会面上项目,多模态图数据驱动的大模型适配算法研究,2025.06-,在研,主持

中国博士后科学基金会面上项目,基于多模态图表示学习方法的交通视频问答模型研究,2023.06-2024.08,结题,主持

主要论文论著

[1]Kan Guo, Yongli Hu, Yanfeng Sun, Sean Qian, Junbin Gao, Baocai Yin. Hierarchical graph convolution network for traffic forecasting. Proceedings of the AAAI Conference on Artificial Intelligence, 2021, 35(1): 151-159. (CCF A)

[2]Kan Guo, Yongli Hu, Zhen (Sean) Qian, Hao Liu, Ke Zhang, Yanfeng Sun, Junbin Gao, Baocai Yin. Optimized graph convolution recurrent neural network for traffic prediction. IEEE Transactions on Intelligent Transportation Systems, 2021, 22(2): 1138-1149. (JCR Q1, IF: 8.4, ESI高被引)

[3]Kan Guo, Yongli Hu, Yanfeng Sun, Zhen Sean Qian, Junbin Gao, Baocai Yin. An optimized temporal-spatial gated graph convolution network for traffic forecasting. IEEE Intelligent Transportation Systems Magazine, 2022, 14(1): 153-162. (JCR Q1, IF: 5.0)

[4]Kan Guo, Yongli Hu, Zhen Qian, Yanfeng Sun, Junbin Gao, Baocai Yin. Dynamic graph convolution network for traffic forecasting based on latent network of Laplace matrix estimation. IEEE Transactions on Intelligent Transportation Systems, 2022, 23(2): 1009-1018. (JCR Q1, IF: 8.4, ESI高被引)

[5]Kan Guo, Daxin Tian, Yongli Hu, Yanfeng Sun, Zhen (Sean) Qian, Jianshan Zhou, Junbin Gao, Baocai Yin. Contrastive learning for traffic flow forecasting based on multi graph convolution network. IET Intelligent Transport Systems, 2023, 18(2): 290-301. ( JCR Q1, IF: 2.5)

[6]Kan Guo, Daxin Tian, Yongli Hu, Yanfeng Sun, Zhen (Sean) Qian, Jianshan Zhou, Junbin Gao, Baocai Yin. Contrastive Optimized Graph Convolution Network for Traffic Forecasting.Neurocomputing, 2024, 602: 128249. (JCR Q1, IF: 6.5)

[7]Kan Guo, Daxin Tian, Yongli Hu, Chunmian Lin, Yanfeng Sun, Jianshan Zhou, Xuting Duan, Junbin Gao, Baocai Yin. CFMMC-Align: Coarse-Fine Multi-Modal Contrastive Alignment Network for Traffic Event Video Question Answering. IEEE Transactions on Circuits and Systems for Video Technology, 2024, 34(11): 10538-10550.[10] ( JCR Q1, IF: 8.3)

[8]Zhongfan Sun,Kan Guo, Yongli Hu, Daxin Tian, Qingqing Gao, Jiapu Wang, Junbin Gao, Yanfeng Sun, Baocai Yin. Large-Small Model Synergy with Multimodal Fine-Grained Heuristics for Knowledge-Based Visual Question Answering. Proceedings of the 33rd ACM International Conference on Multimedia (ACM MM), 2025: 935-944. (CCF A,唯一通讯作者)

联系方式

Email:guokan.cn@gmail.com