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纵向项目:

  • 国家自然科学基金委员会,面上项目,62577042,脑电多维协作的教学情境学生情感计算研究, 2026.01-2029.12,主持
  • 国家自然科学基金委员会,青年项目,62202367,基于知识表征迁移的跨模态脑电情绪识别方法研究,2023.01-2025.12,主持


横向项目:

  • 国开在线教育科技有限公司,横向项目课题,大模型驱动的智慧考试关键技术, 2026.01-2028.12,主持
  • 上海市教育考试院,校企合作研发平台项目,上海市教育考试院大数据知识工程院士团队战略合作框架协议, 2024.01-2028.12,主持
  • 教育部教育考试院,横向项目,面向智慧考试的智能评题技术服务,2024.01-2025.12,主持
  • 教育部教育考试院,横向项目,面向教育考试数字化的试题编码技术服务,2022.12-2023.08,主持
  • 教育部教育考试院,横向项目,教育考试国家题库建设数据采集技术服务,2021.11-2023.09,主持
  • 北京人民在线网络有限公司,横向项目,面向多模态场景的网络传播内容安全风险评测研究,2021.06-2022.05,主持


教改项目:

  • 陕西省教育厅,教学改革研究项目,推理大模型驱动的继续教育高等数学学习效果评价研究,2026.01-2027.12,主持
     

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部分发表论文:

 

2025

  • Yuzhe Zhang#, Chengxi Xie#, Huan Liu*, Yuhan Shi, Guanjian Liu, Dalin Zhang. MIND-EEG: Multi-Granularity Integration Network with Discrete Codebook for EEG-based Emotion Recognition. IEEE Transactions on Affective Computing (TAFFC), 2025.
  • Huan Liu, Shusen Yang, Yuzhe Zhang*, Mengze Wang, Fanyu Gong, Chengxi Xie, Guanjian Liu, Zejun Liu, Yong-Jin Liu, Bao-Liang Lu, Dalin Zhang*. LibEER: A Comprehensive Benchmark and Algorithm Library for EEG-based Emotion Recognition[J]. IEEE Transactions on Affective Computing (TAFFC), 2025.
  • Sizhe Dang, Huan Liu*, Mengmeng Wang*, Xin Lai, Guang Dai, Jingdong Wang. VidEvo: Evolving Video Editing through Exhaustive Temporal Modeling. IJCAI, 2025.
  • Qinghua Zheng, Huan Liu*, Xiaoqing Zhang, Caixia Yan, Xiangyong Cao, Tieliang Gong, Yong-Jin Liu, Bin Shi, Zhen Peng, Xiaocen Fan, Ying Cai, Jun Liu. Machine Memory Intelligence: Inspired by Human Memory Mechanisms. Engineering, 2025.
  • Huan Liu#, Yuzhe Zhang#*, Guanjian Liu, Xinxin Du, Haochong Wang, Dalin Zhang. A Multi-Label EEG Dataset for Mental Attention State Classification in Online Learning. ICASSP, 2025.

 

2024

  • Yuntao Shou, Huan Liu*, Xiangyong Cao, Deyu Meng, Bo Dong. A Low-Rank Matching Attention Based Cross-Modal Feature Fusion Method for Conversational Emotion Recognition. IEEE Transactions on Affective Computing(TAFFC),  2024.
  • Huan Liu, Tianyu Lou, Yuzhe Zhang, Yixiao Wu, Yang Xiao, Christian S. Jensen, Dalin Zhang*. EEG-Based Multimodal Emotion Recognition: A Machine Learning Perspective. IEEE Transactions on Instrumentation and Measurement (TIM), 2024. 
  • Huan Liu, Yuzhe Zhang, Xuxu Chen, Dalin Zhang*, Rui Li, Tao Qin. Self-Supervised EEG Representation Learning for Robust Emotion Recognition. ACM Transactions on Sensor Networks (TOSN), 2024.
  • Yuzhe Zhang, Huan Liu*, Yang Xiao*, Mohammed Amoon, Dalin Zhang, Di Wang, Shusen Yang, and Chai Quek. LLM-enhanced Multi-teacher Knowledge Distillation for Modality-Incomplete Emotion Recognition in Daily Healthcare. IEEE Journal of Biomedical And Health Informatics (JBHI), 2024.
  • Yuzhe Zhang, Huan Liu*, Di Wang*, Dalin Zhang, Tianyu Lou, Qinghua Zheng, Chai Quek. Cross-modal Credibility Modelling for EEG-based Multimodal Emotion Recognition. Journal of Neural Engineering (JNE), 2024.
  • Zihan Ma, Huan Liu*, Zhi Zeng, Hao Guo, Xiang Zhao, Minnan Luo. Learning Multimodal Attention Mixed with Frequency Domain Information as Detector for Fake News Detection. ICME, 2024.

  • Zhi Zeng, Minnan Luo, Xiangzheng Kong, Huan Liu, Hao Guo, Hao Yang, Zihan Ma, Xiang Zhao. Mitigating World Biases: A Multimodal Multi-View Debiasing Framework for Fake News Video Detection. ACM MM, 2024.

  • Jiahao Wang, Caixia Yan, Weizhan Zhang, Huan Liu, Hao Sun, Qinghua Zheng, SAUI: Scale-Aware Unseen Imagineer for Zero-Shot Object Detection. AAAI, 2024.

~2023

  • 郑庆华, 刘欢, 龚铁梁, 张玲玲, 刘均. 大数据知识工程发展现状及展望. 中国工程科学, 2023年3月.
  • Yixiao Wu, Huan Liu*, Dalin Zhang, Yuzhe Zhang, Tianyu Lou, Qinghua Zheng. AutoEER: Automatic EEG-based Emotion Recognition with Neural Architecture Search. Journal of Neural Engineering (JNE), 2023.
  • Gaowen Liu, Huan Liu*, Caixia Yan, Yuyang Guo, Rui Li, Qinghua Zheng. Spatially-Aware Human-Object Interaction Detection with Cross-Modal Enhancement. ICONIP, 2023.
  • Huan Liu, Ke Li, Jianping Fan, Caixia Yan, Tao Qin*, Qinghua Zheng. Social Image-text Sentiment Classification With Cross-Modal Consistency and Knowledge Distillation. IEEE Transactions on Affective Computing (TAFFC), 2022.
  • Yuzhe Zhang, Huan Liu*, Dalin Zhang, Xuxu Chen, Tao Qin, and Qinghua Zheng. EEG-based Emotion Recognition with Emotion Localization via Hierarchical Self-Attention. IEEE Transactions on Affective Computing (TAFFC), 2022.
  • Caixia Yan, Xiaojun Chang, Minnan Luo, Huan Liu, Xiaoqin Zhang, Qinghua Zheng. Semantics-Guided Contrastive Network for Zero-Shot Object Detection. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021.
  • Yanzhang Lyu, Hongzhi Yin, Jun Liu, Mengyue Liu, Huan Liu, Shizhuo Deng. Reliable Recommendation with Review-level Explanations, ICDE, 2021.
  • Huan Liu*, Lina Yao, Qinghua Zheng, Minnan Luo, Hongke Zhao, Yanzhang Lyu. Dual-Stream Generative Adversarial Networks for Distributionally Robust Zero-Shot Learning. Information Sciences (IS), 2020.
  • Huan Liu*, Qinghua Zheng, Minnan Luo, Xiaojun Chang, Caixia Yan, Lina Yao. Memory Transformation Networks for Weakly Supervised Visual Classification. Knowledge-Based Systems (KBS), 2020.
  • 刘欢*,郑庆华,罗敏楠,赵洪科,肖阳,吕彦章. 基于跨域对抗学习的零样本分类. 计算机研究与发展, 2019.
  • Huan Liu*, Yong Ge, Qinghua Zheng, Rongcheng Lin, Huayu Li. Detecting Global and Local Topics via Mining Twitter Data. Neurocomputing, 2018.
  • Huan Liu*, Qinghua Zheng, Zhihui Li, Tao Qin, Lei Zhu. An Efficient Multi-Feature SVM Solver for Complex Event Detection. Multimedia Tools and Applications (MTA), 2018.
  • Zhen Peng, Minnan Luo, Jundong Li, Huan Liu, Qinghua Zheng. ANOMALOUS: A Joint Modeling  Approach for Anomaly Detection on Attributed Networks. IJCAI, 2018.
  • Huan Liu, Qinghua Zheng, Minnan Luo, Dingwen Zhang, Xiaojun Chang*, Deng Cheng. How Unlabeled Web Videos Help Complex Event Detection? IJCAI, 2017.

 

出版专著:

  • 郑庆华,张玲玲,龚铁梁,刘欢.  大数据知识工程,科学出版社,2023.

 

发明专利:

  • 刘欢,郭宇扬,史磊,董怡翔,刘高文,万宇哲,基于领域化大模型的开放试题评价方法及相关装置,ZL202510583018.7,2025年.
  • 刘欢,贾成铕,罗敏楠,郑庆华,党茁航,杨名帆,基于组合学习的视频平台logo检测方法及系统及设备,ZL202210102952.9,2024年.
  • 刘欢,张驰,秦涛,郑庆华,刘炉林,何子豪,一种基于高置信标注策略的旗帜检测方法及系统及设备,ZL202210101441.5, 2024年.
  • 刘欢,李珂,秦涛,郑庆华,张玉哲,陈栩栩,一种融合脑电和刺激源信息的视频情感分类方法及系统,ZL202110442820.6,2023年.
  • 刘欢,何子豪,罗敏楠,郑庆华,张驰,刘炉林, 基于知识蒸馏的不良场景识别方法及系统及设备, ZL202210101442.X, 2023年.
  • 罗敏楠,林中平,郑庆华,秦涛,刘欢, 一种建立面向网络社交媒体的隐蔽敏感文本的检测模型的方法, ZL201811332770.0, 2021年.