（1）2025.01-2027.12 国家自然科学基金青年科学基金：面向开放域的短视频增量话题检测。主持人 （2）2021.01-2025.12 国家自然科学基金重点项目:面向领域大数据的跨媒体可解释分析与推理。参与人 （3）2015.01-2019.12 国家自然科学基金重点项目:大数据环境下复杂多媒体内容分析、推送与展示。参与人 （4）2019.06 - 2021.08 快手科技公司:多模态短视频冷启动推荐研究。执行人 （5）2021.04-2022.04 腾讯微信犀牛鸟专项:推荐场景中结合视频多模态用户行为的主题模型。执行人 
代表性论文 (1)Desheng Cai, Shengsheng Qian, Quan Fang, Jun Hu, Changsheng Xu. “Adaptive Anti-Bottleneck Multi-Modal Graph Learning Network for Personalized Micro-video Recommendation.” ACM Multimedia (MM) 2022: 581-590. (2)Desheng Cai, Shengsheng Qian, Quan Fang, Jun Hu, Changsheng Xu. “User Cold-Start Recommendation via Inductive Heterogeneous Graph Neural Network.” ACM Transactions on Information Systems (TOIS), vol. 41, pp. 1-27, 2023. (3)Desheng Cai, Shengsheng Qian, Quan Fang, Jun Hu, Changsheng Xu. “Heterogeneous Graph Contrastive Learning Network for Personalized Micro-Video Recommendation.” EEE Transactions on Multimedia (TMM), vol. 25, pp. 2761-2773, 2023. (4)Desheng Cai, Shengsheng Qian, Quan Fang, Changsheng Xu. “Heterogeneous Hierarchical Feature Aggregation Network for Personalized Micro-Video Recommendation.” IEEE Transactions on Multimedia (TMM), vol. 24, pp. 805-818, 2022. (5)Desheng Cai, Gongqing Wu. “Content-aware Attributed Entity Embedding for Synonymous Named Entity Discovery.” Neurocomputing, vol. 329, pp. 237-247, 2019. (6)Junwei Lv, Ying He, Xuegang Hu, Desheng Cai, Yuqi Chu, Jun Hu. “Dual Confidence Learning Network for Open-World Time Series Classification.”. Database Systems for Advanced Applications (DASFAA) 2022:574-589. (7)Ying He, Gongqing Wu, Desheng Cai, Xuegang Hu. Meta-path Based Graph Contrastive Learning for Micro-video Recommendation[J]. Expert Systems with Application, 2023. (8)Ying He, Gongqing Wu, Desheng Cai, Xuegang Hu. “Cross-View Sample-Enriched Graph Contrastive Learning Network for Personalized Micro-video Recommendation.” ACM International Conference on Multimedia Retrieval (ICMR) 2023:48-56. (9)Ying He, Gongqing Wu, Desheng Cai, Shengjie Hu, Xianyu Bao, Xuegang Hu:Attentive Interaction-driven Entity Resolution over Multi-source Web Information. Neurocomputing 425: 266-277 (2021) 
2023.6 安徽省优秀毕业生 |
