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导航 个人简介 学习经历 工作经历 研究方向 主要论文 主要著作 承担课题,个人信息 姓名： 黄斐然 部门： 信息科学技术学院 性别： 男 职称： 副教授 电子邮箱： huangfr@jnu.edu.cn 联系方式 对人工智能、社交网络挖掘、多媒体安全、智慧教育有兴趣，勤奋、积极向上的的研究生与本科学生，欢迎通过邮件联系。 个人简介 黄斐然，暨南大学网络空间安全学院副教授，硕士生导师。主要研究方向为社交媒体分析与推荐系统。在领域内权威会议与期刊SIGIR、KDD、ACM MM、IEEE TIP、IEEE TIFS、IEEE TKDE等发表论文70余篇，获得SIGIR 2023最佳论文提名、PAKDD 2023最佳论文提名等奖；主持/负责国家自然科学基金项目3项，主持广东省基金、教育部委托、公安厅委托等项目7项；授权国家发明专利16项、美国发明专利2项、软件著作权3项；在学术兼职方面，担任SCI期刊CAEE副主编、EI期刊IJMUE的编委，担任SIGIR、IJCAI等会议的PC member，担任IEEE TPAMI、IEEE TNNLS、IEEE TMM、IEEE TCSVT、ACM TOMM等期刊的审稿人。 学习经历 2014.9–-2019.1，北京航空航天大学，计算机学院，博士。 导师：李舟军2012.9–-2014.6，北京航空航天大学，计算机学院，硕士（转博）。 导师：曹庆华2007.9–-2011.7，中南大学，物理学院，学士 工作经历 2019.2--2021.10，暨南大学，网络空间安全学院，讲师2021.11--至今，暨南大学，网络空间安全学院，副教授 研究方向 人工智能，社交网络，推荐系统，多媒体安全 主要论文 代表性科研成果：2023年:[1]     Feiran Huang, Zefan Wang, Xiao Huang, Yufeng Qian, Zhetao Li, Hao Chen: Aligning Distillation For Cold-start Item Recommendation. SIGIR 2023: 1147-1157  (CCF A类会议, Best Paper Award Honorable Mention)[2]     Yue Xu*, Hao Chen, Zefan Wang, Jianwen Yin, Qijie Shen, Dimin Wang, Feiran Huang*, Lixiang Lai, Tao Zhuang, Junfeng Ge, Xia Hu: Multi-factor Sequential Re-ranking with Perception-Aware Diversification. KDD 2023: 5327-5337  (CCF A类会议)[3]     Yi Zhao, Chaozhuo Li, Jiquan Peng, Xiaohan Fang, Feiran Huang, Senzhang Wang, Xing Xie, Jibing Gong: Beyond the Overlapping Users: Cross-Domain Recommendation via Adaptive Anchor Link Learning. SIGIR 2023: 1488-1497  (CCF A类会议)[4]     Yingze Xie, Jie Xu, LiQiang Qiao, Yun Liu, Feiran Huang, Chaozhuo Li: Generative Sentiment Transfer via Adaptive Masking. PAKDD (4) 2023: 198-209 (CCF C类会议, Best Paper Runner Up Award)[5]     Hongshuang Hu, Yongdong Wu, Jian Weng, Kaimin Wei, Zhiquan Liu, Feiran Huang, Yinyan Zhang: Attacks on Acceleration-Based Secure Device Pairing With Automatic Visual Tracking. IEEE Trans. Inf. Forensics Secur. 18: 3991-4005 (2023) (CCF A类期刊, 中科院一区, IF: 6.8 )[6]     Jingjing Guo, Zhiquan Liu, Siyi Tian, Feiran Huang, et al. TFL-DT: A Trust Evaluation Scheme for Federated Learning in Digital Twin for Mobile Networks. IEEE Journal on Selected Areas in Communications (2023). (CCF A类期刊, 中科院一区, IF: 16.4)[7]     Yuanchen Bei, Hao Chen, Shengyuan Chen, Xiao Huang, Sheng Zhou*, Feiran Huang*.: Non-Recursive Cluster-Scale Graph Interacted Model for Click-Through Rate Prediction. CIKM 2023 (CCF B类会议)[8]     Jie Xu, Chaozhuo Li, Feiran Huang, et al. Sinkhorn Distance Minimization for Adaptive Semi-Supervised Social Network Alignment. IEEE Transactions on Neural Networks and Learning Systems (2023). (CCF B类期刊, 中科院一区, IF: 14.225)2022年:[1]     Hao Chen, Zefan Wang, Feiran Huang*, Xiao Huang, Yue Xu, Yishi Lin, Peng He, Zhoujun Li: Generative Adversarial Framework for Cold-Start Item Recommendation. SIGIR 2022: 2565-2571 (CCF A类会议)[2]     Yun Liu, Xiaoming Zhang, Feiran Huang*, Bo Zhang, Zhoujun Li: Cross-Attentional Spatio-Temporal Semantic Graph Networks for Video Question Answering. IEEE Trans. Image Process. 31: 1684-1696 (2022) (CCF A类期刊, 中科院一区, IF: 11.041 )[3]     Jie Xu, Zhoujun Li, Feiran Huang*, Chaozhuo Li, Philip S. Yu: Visual Sentiment Analysis With Social Relations-Guided Multiattention Networks. IEEE Trans. Cybern. 52(6): 4472-4484 (2022) (CCF B类期刊, 中科院一区, IF: 19.118 )[4]     Bo Zhang, Xiaoming Zhang, Feiran Huang, Ming Lu, Shuai Ma: Deep Kernel Network Embedding. IEEE Trans. Knowl. Data Eng. 35(6): 5710-5723 (2023) (CCF A类期刊, 中科院一区, IF: 8.9 )[5]     Jingjing Guo, Huamin Gao, Zhiquan Liu, Feiran Huang, Junwei Zhang, Xinghua Li, Jianfeng Ma: ICRA: An Intelligent Clustering Routing Approach for UAV Ad Hoc Networks. IEEE Trans. Intell. Transp. Syst. 24(2): 2447-2460 (2023) (CCF B类期刊, 中科院一区, IF:9.551 )[6]     Yun Liu, Xiaoming Zhang, Feiran Huang, Shixun Shen, Peng Tian, Lang Li, Zhoujun Li: Dynamic self-attention with vision synchronization networks for video question answering. Pattern Recognit. 132: 108959 (2022) (CCF B类期刊, 中科院一区, IF:8.518 )2021年及以前:[1]     Feiran Huang, Xiaoming Zhang, Jie Xu, Zhonghua Zhao, Zhoujun Li: Multimodal Learning of Social Image Representation by Exploiting Social Relations. IEEE Trans. Cybern. 51(3): 1506-1518 (2021) (CCF B类期刊, 中科院一区, IF: 19.118 )[2]     Feiran Huang, Alireza Jolfaei, Ali Kashif Bashir: Robust Multimodal Representation Learning With Evolutionary Adversarial Attention Networks. IEEE Trans. Evol. Comput. 25(5): 856-868 (2021) (CCF B类期刊, 中科院一区, IF: 16.497 )[3]     Chaozhuo Li, Senzhang Wang, Feiran Huang, Jie Xu, Philip S. Yu: Hubness-aware User Identity Linkage. CIKM 2021: 3196-3200(CCF B类会议)[4]     Zhiquan Liu, Jianfeng Ma, Jian Weng, Feiran Huang*, et al: LPPTE: A lightweight privacy-preserving trust evaluation scheme for facilitating distributed data fusion in cooperative vehicular safety applications. Information Fusion 73: 144-156 (2021) (CCF B类期刊, 中科院一区, IF: 17.564 )[5]     Yun Liu, Xiaoming Zhang, Qianyun Zhang, Chaozhuo Li, Feiran Huang, Xianghong Tang, Zhoujun Li: Dual self-attention with co-attention networks for visual question answering. Pattern Recognit. 117: 107956 (2021) (CCF B类期刊, 中科院一区, IF:8.518 )[6]     Feiran Huang, Jie Xu, Jian Weng: Multi-Task Travel Route Planning With a Flexible Deep Learning Framework. IEEE Trans. Intell. Transp. Syst. 22(7): 3907-3918 (2020) (CCF B类期刊, 中科院一区, IF: 9.551 )[7]     Yun Liu, Xiaoming Zhang, Feiran Huang, Lei Cheng, Zhoujun Li:Adversarial Learning With Multi-Modal Attention for Visual Question Answering. IEEE Trans. Neural Networks Learn. Syst. 32(9): 3894-3908 (2020) (CCF B类期刊, 中科院一区, IF: 10.451 )[8]     Feiran Huang, Kaimin Wei, Jian Weng, Zhoujun Li: Attention-Based Modality-Gated Networks for Image-Text Sentiment Analysis. ACM Trans. Multim. Comput. Commun. Appl. 16(3): 79:1-79:19 (2020) (CCF B类期刊)[9]     Hao Chen, Yue Xu, Feiran Huang, et al. Label-Aware Graph Convolutional Networks[C]// ACM CIKM, 2020: 1977-1980. (CCF B类会议)[10]  Feiran Huang, Xiaoming Zhang, Zhonghua Zhao, Zhoujun Li: Bi-directional Spatial-Semantic Attention Networks for Image-Text Matching[J]. IEEE Transactions Image Processing (2019) (中科院一区，CCF A 类，IF: 10.856)[11]  Feiran Huang, Xiaoming Zhang, Zhonghua Zhao, Jie Xu, Zhoujun Li: Image-text sentiment analysis via deep multimodal attentive fusion. Knowl. Based Syst. 167: 26-37 (2019) (中科院一区，IF:8.038)[12]  Chaozhuo Li, Lei Zheng, Senzhang Wang, Feiran Huang, et al. Multi-Hot Compact Network Embedding[C]// ACM CIKM, 2019: 459-468. (CCF B类会议)[13]  Feiran Huang, Xiaoming Zhang, Zhoujun Li. Learning joint multimodal representation with adversarial attention networks[C]//2018 ACM MM, 2018: 1874-1882. (CCF A类会议)[14]  Feiran Huang, Xiaoming Zhang, Chaozhuo Li, et al. Multimodal network embedding via attention based multi-view variational autoencoder[C]// ACM ICMR. 2018: 108-116. (CCF B类会议)[15]  Yun Liu, Xiaoming Zhang, Feiran Huang, et al. Adversarial Learning of Answer-Related Representation for Visual Question Answering[C]// ACM CIKM, 2018: 1013-1022. (CCF B类会议) 承担课题 主持/负责国家自然科学基金项目3项，其他广东省基金、教育部委托、公安厅委托等项目7项，代表性项目包括：[1] 国家自然科学基金面上项目（53万，2023.01–2026.12），主持[2] 国家自然科学基金联合重点项目（64.25万，2023.01–2026.12），合作单位负责人[3] 国家自然科学基金青年项目（24万，2020.01–2022.12），主持[4] 广东省自然科学基金面上项目（10万，2020.01–2022.12），主持 发明专利 授权国家发明专利、美国发明专利、软件著作权共20余项，获评日内瓦国际发明展金奖。代表性的专利与软著包括：[1] 黄斐然等. 一种基于图注意力网络的中文短文本分类方法. 国家发明专利, 专利号: ZL202011141057.5, 申请日期: 2020.10.22.[2] 黄斐然等. 基于BERT的多任务新闻分类方法及装置. 国家发明专利, 专利号: 202211283553.3, 申请日期: 2022.10.20.[3] 黄斐然等. 基于YOLOv5和MobileNetV2的车辆型号识别方法. 国家发明专利, 专利号: ZL202110912415.6, 申请日期: 2021.08.10.[4] 黄斐然等. 基于Transformer的多重特征中英文情感分类方法及系统. 国家发明专利, 专利号: ZL202010659948.3, 申请日期: 2020.07.10.[5] 黄斐然等. 基于图神经网络的新闻多样性推荐方法及装置. 国家发明专利, 专利号: ZL202211283583.4, 申请日期: 2022.10.20.[6] 黄斐然等. 一种面向特定目标的社交媒体推文情感分析方法. 国家发明专利, 专利号: ZL202211342234.5, 申请日期: 2022.10.31.[7] Feiran Huang et al. Text sentiment analysis method based on multi-level graph pooling: U.S. Patent 11,687,728[P]. 2023-6-27.[8] Feiran Huang et al. Social recommendation method based on multi-feature heterogeneous graph neural networks: U.S. Patent 11,631,147[P]. 2023-4-18.[9] 大数据调度平台V1.0. 登记号: 2022SR1536083. 发表日期: 2022.07.04[10] 大数据智能采集任务系统V1.0. 登记号: 2022SR1534995. 发表日期: 2022.07.24 讲授课程 《机器学习》《人工智能》《学术论文写作与规范》 社会职务 担任ELSEVIER SCI期刊COMPUTERS & ELECTRICAL ENGINEERING（IF: 3.818）副主编担任SPRINGER SCI期刊MULTIMEDIA TOOLS AND APPLICATIONS（CCF C，IF: 2.757）客座主编担任EI期刊INTERNATIONAL JOURNAL OF MULTIMEDIA AND UBIQUITOUS ENGINEERING 编委担任SIGIR、IJCAI等会议的PC member；担任IEEE TPAMI、IEEE TNNLS、IEEE TMM、IEEE TCSVT、IEEE TCSS、ACM TOMM、ACM TIST等期刊的长期审稿人。