
基本信息:
邮箱:mengtao@hnu.edu.cn
地址:湖南省长沙市韶山南路498号
个人简介:
孟涛,男,博士,讲师,硕士生导师。
学习经历:
2015年9月-2019年6月,湖南大学,软件工程,工学博士。
2012年9月-2015年6月,湖南大学,软件工程,工学硕士;
任职情况:
2020年1月-至今,中南林业科技大学计算机与数学学院,讲师。
主要研究方向:
人工智能、大模型、多模态融合、图谱对齐。
科研情况:
以第一作者或通信作者在国内外顶级学术期刊和会议公开发表学术论文20余篇,并担任TAFFC、TNNLS、TCSVT、AAAI、NeurIPS、ICML、ICLR等国际顶尖学术期刊或会议的审稿人,主持或参与多项纵向课题,包括国家科技支撑计划项目1项、国家重点研发计划项目1项、自然科学基金面上项目2项、湖南省教育厅优秀青年项目1项、长沙市科技计划项目1项、长沙市自然科学基金项目1项。
代表性学术成果:
[1] Wei Ai, Jianbin Li, Ze Wang, Yingying Wei, Tao Meng*, Keqin Li. Contrastive multi-graph learning with neighbor hierarchical sifting for semi-supervised text classification. Expert Systems with Applications, 2024: 125952.
[2] Fangze Fu, Wei Ai, Fan Yang, Yuntao Shou, Tao Meng*, Keqin Li. SDR-GNN: Spectral Domain Reconstruction Graph Neural Network for incomplete multimodal learning in conversational emotion recognition. Knowledge-Based Systems, 2024: 112825.
[3] Yuntao Shou, Tao Meng*, Wei Ai, Fuchen Zhang, Nan Yin, Keqin Li. Adversarial alignment and graph fusion via information bottleneck for multimodal emotion recognition in conversations. Information Fusion, 2024, 112: 102590.
[4] Yiping Zhang, Yuntao Shou, Tao Meng*, Wei Ai, Keqin Li. A multi-view mask contrastive learning graph convolutional neural network for age estimation. Knowledge and Information Systems, 2024, 66(11): 7137-7162.
[5] Wei Ai, Yingying Wei, Hongen Shao, Yuntao Shou, Tao Meng*, Keqin Li. Edge-enhanced minimum-margin graph attention network for short text classification. Expert Systems with Applications, 2024, 251: 124069.
[6] Tao Meng, Yuntao Shou, Wei Ai, Nan Yin, Keqin Li. Deep imbalanced learning for multimodal emotion recognition in conversations. IEEE Transactions on Artificial Intelligence, 2024.
[7] Tao Meng, Fuchen Zhang, Yuntao Shou, Hongen Shao, Wei Ai, Keqin Li. Masked graph learning with recurrent alignment for multimodal emotion recognition in conversation. IEEE/ACM Transactions on Audio, Speech, and Language Processing, 2024.
[8] Yi Liu, Xuan Wang, Tao Meng*, Wei Ai, Keqin Li. LG-GNN: Local and Global Information-aware Graph Neural Network for default detection. Computers & Operations Research, 2024: 106738.
[9] Wei Ai, Canhao Xie, Tao Meng*, Jayi Du, Keqin Li. A D-truss-equivalence Based Index for Community Search over Large Directed Graphs. IEEE Transactions on Knowledge and Data Engineering, 2024.
[10] Wei Ai, Yuntao Shou, Tao Meng*, Keqin Li. DER-GCN: Dialog and Event Relation-Aware Graph Convolutional Neural Network for Multimodal Dialog Emotion Recognition. IEEE Transactions on Neural Networks and Learning Systems, 2024.
[11] Tao Meng, Yuntao Shou, Wei Ai, Jiayi Du, Haiyan Liu, Keqin Li. A multi-message passing framework based on heterogeneous graphs in conversational emotion recognition. Neurocomputing, 2024, 569: 127109.
[12] Yuntao Shou, Tao Meng*, Wei Ai, Sihan Yang, Keqin Li. Conversational emotion recognition studies based on graph convolutional neural networks and a dependent syntactic analysis. Neurocomputing, 2022, 501: 629-639.