About Me

My name is Hengyang Zhou (周恒阳), I’m currently a first year Master student at Nanjing University, supervised by Prof. Ying Tai (邰颖) and Prof. Zhenyu Zhang (张振宇). I earned my Bachelor’s degree in Data Science and Big Data Technology from China University of Petroleum-Beijing.
Email: hengyangzhou(at)smail.nju.edu.cn
Google Scholar | Github
🌟🌟 If you are interested in collaborating with me, don't hesitate to drop me an email!

🔥News

📖Education

💻Working Experiences

  • 2023.07 - 2023.08, Research Intern, Westlake University, Hangzhou, China

📝Publications

† equal contribution, * corresponding author

Journals

  1. DeepMSD: Advancing Multimodal Sarcasm Detection through Knowledge-augmented Graph Reasoning [pdf]
    Yiwei Wei, Hengyang Zhou, Shaozu Yuan, Meng Chen, Haitao Shi, Zhiyang Jia, Longbiao Wang*, Xiaodong He
    IEEE Transactions on Circuits and Systems for Video Technology(TCSVT), 2025, 中科院一区TOP
  2. Enhancing Semantic Awareness by Sentimental Constraint with Automatic Outlier Masking for Multimodal Sarcasm Detection [pdf]
    Shaozu Yuan, Yiwei Wei*, Hengyang Zhou, Qinfu Xu, Meng Chen, Xiaodong He
    IEEE Transactions on Multimedia (TMM), 2025, 中科院一区TOP
  3. Towards multimodal sarcasm detection via label-aware graph contrastive learning with back-translation augmentation [pdf]
    Yiwei Wei, Maomao Duan, Hengyang Zhou, Zhiyang Jia, Zengwei Gao, Longbiao Wang*
    Knowledge-Based Systems (KBS), 2024, 中科院一区TOP

Conference

  1. LDGNet: LLMs Debate-Guided Network for Multimodal Sarcasm Detection [pdf]
    Hengyang Zhou*, Jinwu Yan, Yaqing Chen, Rongman Hong, Wenbo Zuo, Keyan Jin*
    IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2025, CCF B
  2. Towards Multimodal Sentiment Analysis via Hierarchical Correlation Modeling with Semantic Distribution Constraints [pdf]
    Qinfu Xu, Yiwei Wei*, Chunlei Wu, Leiquan wang, Shaozu Yuan, Jie Wu, Jing Lu, Hengyang Zhou
    The 39th Annual AAAI Conference on Artificial Intelligence (AAAI), 2025, CCF A
  3. DaVinci Sketch: A Versatile Sketch for Efficient and Comprehensive Set Measurements [pdf]
    Yanshu Wang, Jianan Ji, Chao-Hsuan Liu, Hengyang Zhou, Tong Yang*
    IEEE 41th International Conference on Data Engineering (ICDE), 2025, CCF A
  4. G^2SAM: Graph-Based Global Semantic Awareness Method for Multimodal Sarcasm Detection [pdf]
    Yiwei Wei†, Shaozu Yuan†*, Hengyang Zhou, Longbiao Wang*, Zhiling Yan, Ruosong Yang, Meng Chen
    The 38th Annual AAAI Conference on Artificial Intelligence (AAAI), 2024, CCF A

🏅Honors

  • 2024.12. National Scholarship, Ministry of Education, China
  • 2023.12. National Scholarship, Ministry of Education, China
  • 2022.12. National Scholarship, Ministry of Education, China

🏆Competitions

  • Silver Reward. The 2024 China International College Students “Internet+” Innovation and Entrepreneurship Competition. 2024.10
  • Third Prize. The 17th Chinese Collegiate Computing Competition National Finals (4C'2024). 2024.08
  • First Prize. Information Security and Countermeasures Contest(ISCC-2024). 2024.06
  • Second Prize. National Collegiate Mathematics Competition. 2023.03

🎡Professional Services

  • Journal reviewer: TNNLS, Neural Networks.
  • Conference reviewer: ACM Multimedia (MM), 2024, ICLR, 2025, ICML, 2025, NeurIPS, 2025,2024, COLING, 2025, ICASSP, 2025, IJCNN, 2025, CogSci 2025.
  • Workshop reviewer: ICLR2025@FM-Wild, AAAI2025@AIGOV, AAAI2025@MARW.