About Me

I am a second-year Ph.D. student in the College of Engineering at Northeastern University, advised by Prof. Yun Raymond Fu in the SMILE Lab.
Before joining Northeastern, I received my B.S. and M.S. degrees from Xidian University, China, where I was advised by Prof. Xuefeng Liang.
During my master’s studies, I also spent six months at Kyoto University, working with Prof. Takatsune Kumada.

My research interests include multimodal large language models (LLMs), hallucination detection & mitigation, and video understanding.

In Summer 2025, I interned at Adobe Research.

Full CV: Curriculum Vitae


News

  • [Aug. 2025] One paper D-CoDe: Scaling Image-Pretrained VLMs to Video via Dynamic Compression and Question Decomposition accepted by EMNLP 2025.
  • [May. 2025] Started research internship at Adobe Research (Summer 2025).

Publications (Google Scholar)

  • D-CoDe: Scaling Image-Pretrained VLMs to Video via Dynamic Compression and Question Decomposition
    Yiyang Huang, Yizhou Wang, Yun Fu
    Empirical Methods in Natural Language Processing (EMNLP), 2025
    [Paper] [Code]
  • LipReading for Low-resource Languages by Language Dynamic LoRA
    Shuai Zou, Xuefeng Liang, Yiyang Huang
    IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2025
    [Paper]
  • CALLip: Lipreading using Contrastive and Attribute Learning
    Yiyang Huang, Xuefeng Liang, Chaowei Fang
    ACM International Conference on Multimedia (ACMMM), 2021
    [Paper]
  • Addressing Object Hallucinations in LVLMs via Bias and Vulnerability Mitigation
    Yiyang Huang, Liang Shi, Yun Fu
    In Submission

Academic Service


Honors & Awards

  • Outstanding Student, Xidian University, 2022
  • National Scholarship, China, 2021
  • Undergraduate Computer Design Competition (1st Prize), China, 2021
  • RoboMaster National Robotics Competition (2nd Prize), China, 2019
  • ICRA AI Challenge (3rd Prize), 2019

Teaching Experience

  • Teaching Assistant (TA): DS 5110 Essentials of Data Science, Fall 2025

Contact

Email: yiyang.huang.hukcc (at) gmail (dot) com / huang.yiyan (at) northeastern (dot) edu
WeChat: hukcc369