Hybrid Multimodal Feature Extraction, Mining and Fusion for Sentiment Analysis. - Jia Li 013; Ziyang Zhang; Junjie Lang; Yueqi Jiang; Liuwei An; Peng Zou; Yangyang Xu 002; Sheng Gao; Jie Lin; Chunxiao Fan 002; Xiao Sun 003; Meng Wang 001 (MuSe @ ACM Multimedia, 2022)

Temporal-aware Multimodal Feature Fusion for Sentiment Analysis. - Qi Li 045; Shulei Tang; Feixiang Zhang; Ruotong Wang 006; Yangyang Xu 002; Zhuoer Zhao; Xiao Sun 003; Meng Wang 001 (MuSe@ACM Multimedia, 2023)

JTMA: Joint Multimodal Feature Fusion and Temporal Multi-head Attention for Humor Detection. - Qi Li 045; Yangyang Xu 002; Zhuoer Zhao; Shulei Tang; Feixiang Zhang; Ruotong Wang 006; Xiao Sun 003; Meng Wang 001 (MuSe@ACM Multimedia, 2023)

LDIP: Real-time on-road object detection with depth estimation from a single image. - Chengpeng Xu; Xiao Sun 003; Yangyang Xu 002; Ruolin Wang (IROS, 2024)

AMTN: Attention-Enhanced Multimodal Temporal Network for Humor Detection. - Yangyang Xu 002; Peng Zou; Rui Wang 156; Qi Li 045; Chengpeng Xu; Zhuoer Zhao; Xun Yang 001; Xiao Sun 003; Dan Guo 001; Meng Wang 001 (MuSe@ACM Multimedia, 2024)

SCBG: Semantic-Constrained Bidirectional Generation for Emotional Support Conversation. - Yangyang Xu 002; Zhuoer Zhao; Xiao Sun 003 (ACM Trans. Asian Low Resour. Lang. Inf. Process., 2024)

CoMix: Confronting with Noisy Label Learning with Co-training Strategies on Textual Mislabeling. - Shu Zhao 005; Zhuoer Zhao; Yangyang Xu 002; Xiao Sun 003 (ACM Trans. Asian Low Resour. Lang. Inf. Process., 2024)

MultiAgentESC: A LLM-based Multi-Agent Collaboration Framework for Emotional Support Conversation. - Yangyang Xu 002; Jinpeng Hu; Zhuoer Zhao; Zhangling Duan; Xiao Sun 003; Xun Yang 001 (EMNLP, 2025)

Prompt Learning With Multiperspective Cues for Emotional Support Conversation Systems. - Yangyang Xu 002; Zhuoer Zhao; Xiao Sun 003; Xun Yang 001 (IEEE Trans. Comput. Soc. Syst., 2025)

From Social Media to Psychological Scale: An Adaptive Framework with Two-Hop Retrieval for Depression Screening. - Yangyang Xu 002; Jinpeng Hu; Peipei Song; Zhangling Duan; Xun Yang 001 (WWW, 2026)