黄斐然

发布时间:2023-06-21


个人信息


姓名:黄斐然

部门:

性别:男

职称:副教授

电子邮箱:huangfr@jnu.edu.cn



联系方式

电子邮箱:huangfr@jnu.edu.cn

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

斐然,暨南大学副教授,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SIGIRKDDACMMMIEEETIPIEEETIFSIEEETKDE等发表论文70余篇,获得SIGIR2023最佳论文提名、PAKDD2023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SIGIRIJCAI等会议的PCmember,担任IEEETPAMIIEEETNNLSIEEETMMIEEETCSVTACMTOMM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至今,暨南大学,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:

[1]    Feiran Huang, Zefan Wang, Xiao Huang, Yufeng Qian, Zhetao Li,Hao Chen: Aligning Distillation For Cold-start ItemRecommendation. 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, DiminWang, Feiran Huang*, Lixiang Lai, Tao Zhuang, Junfeng Ge, Xia Hu:Multi-factor Sequential Re-ranking with Perception-AwareDiversification. 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 OverlappingUsers: Cross-Domain Recommendation via Adaptive Anchor LinkLearning. 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, ZhiquanLiu, Feiran Huang, Yinyan Zhang: Attacks on Acceleration-BasedSecure 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 inDigital Twin for Mobile Networks. IEEE Journal on Selected Areasin Communications (2023). (CCF A类期刊,中科院一区,IF: 16.4)

[7]    Yuanchen Bei, Hao Chen, Shengyuan Chen, Xiao Huang, ShengZhou*, Feiran Huang*.: Non-Recursive Cluster-Scale GraphInteracted Model for Click-Through Rate Prediction. CIKM 2023 (CCFB类会议)

[8]    Jie Xu, Chaozhuo Li, Feiran Huang, et al. Sinkhorn DistanceMinimization for Adaptive Semi-Supervised Social NetworkAlignment. IEEE Transactions on Neural Networks and LearningSystems (2023). (CCF B类期刊,中科院一区,IF: 14.225)

2022:

[1]    Hao Chen, Zefan Wang, Feiran Huang*, Xiao Huang, Yue Xu, YishiLin, Peng He, Zhoujun Li: Generative Adversarial Framework forCold-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 forVideo 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-GuidedMultiattention 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, JunweiZhang, Xinghua Li, Jianfeng Ma: ICRA: An Intelligent ClusteringRouting 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 visionsynchronization networks for video question answering. PatternRecognit. 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, ZhoujunLi: Multimodal Learning of Social Image Representation byExploiting 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: RobustMultimodal Representation Learning With Evolutionary AdversarialAttention 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(CCFB类会议)

[4]    Zhiquan Liu, Jianfeng Ma, Jian Weng, Feiran Huang*, et al:LPPTE: A lightweight privacy-preserving trust evaluation schemefor facilitating distributed data fusion in cooperative vehicularsafety applications. Information Fusion 73: 144-156 (2021) (CCFB类期刊,中科院一区,IF: 17.564 )

[5]    Yun Liu, Xiaoming Zhang, Qianyun Zhang, Chaozhuo Li, FeiranHuang, Xianghong Tang, Zhoujun Li: Dual self-attention withco-attention networks for visual question answering. PatternRecognit. 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 RoutePlanning 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, ZhoujunLi:Adversarial Learning With Multi-Modal Attention for VisualQuestion 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 SentimentAnalysis. 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 GraphConvolutional 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-TextMatching[J]. IEEE Transactions Image Processing (2019) (中科院一区,CCFA 类,IF:10.856)

[11] Feiran Huang, Xiaoming Zhang, Zhonghua Zhao, Jie Xu, Zhoujun Li:Image-text sentiment analysis via deep multimodal attentivefusion. 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 jointmultimodal representation with adversarial attentionnetworks[C]//2018 ACM MM, 2018: 1874-1882. (CCF A类会议)

[14] Feiran Huang, Xiaoming Zhang, Chaozhuo Li, et al. Multimodalnetwork embedding via attention based multi-view variationalautoencoder[C]// ACM ICMR. 2018: 108-116. (CCF B类会议)

[15] Yun Liu, Xiaoming Zhang, Feiran Huang, et al. AdversarialLearning of Answer-Related Representation for Visual QuestionAnswering[C]// ACM CIKM, 2018: 1013-1022. (CCF B类会议)


讲授课程

《机器学习》

《人工智能》

《学术论文写作与规范》


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YOLOv5MobileNetV2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 onmulti-level graph pooling: U.S. Patent 11,687,728[P]. 2023-6-27.

[8]Feiran Huang et al. Social recommendation method based onmulti-feature heterogeneous graph neural networks: U.S. Patent11,631,147[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


社会职务

担任ELSEVIERSCI期刊COMPUTERS& ELECTRICAL ENGINEERINGIF:3.818)副主编

担任SPRINGERSCI期刊MULTIMEDIATOOLS AND APPLICATIONSCCFCIF:2.757)客座主编

担任EI期刊INTERNATIONALJOURNAL OF MULTIMEDIA AND UBIQUITOUS ENGINEERING 编委

担任SIGIRIJCAI等会议的PCmember;担任IEEETPAMIIEEETNNLSIEEETMMIEEETCSVTIEEETCSSACMTOMMACMTIST等期刊的长期审稿人。